diff --git a/dashboard.html b/dashboard.html
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+++ b/dashboard.html
@@ -351,7 +351,7 @@
 - autofit_visualization: https://github.com/PyAutoLabs/autofit_visualization
 - autocti_visualization: https://github.com/PyAutoLabs/autocti_visualization
 - PyAutoEyes: https://github.com/PyAutoLabs/PyAutoEyes</textarea></details><div class="orchestration-freshness" data-freshness="grey"><details data-freshness-stamp data-refreshed-at="2026-10-11T10:20:17Z"><summary><span data-freshness-label>Last updated 2026-10-11 10:20:17 UTC</span></summary><time datetime="2026-10-11T10:20:17Z">2026-10-11 10:20:17 UTC</time></details><a data-refresh-link href="https://github.com/PyAutoLabs/PyAutoEyes/actions/workflows/dashboard_refresh.yml" title="Open the dashboard refresh controls">↻ Update</a></div></div><p class="orchestration-status" role="status" aria-live="polite"></p></section>
-<nav class="board-nav" aria-label="Board sections"><a class="board-nav-card" href="#overview"><span class="board-nav-count">4</span><span class="board-nav-label">Projects</span></a><a class="board-nav-card" href="#lens"><span class="board-nav-count">40</span><span class="board-nav-label">PyAutoLens</span><span class="board-nav-context">Figures</span></a><a class="board-nav-card" href="#galaxy"><span class="board-nav-count">41</span><span class="board-nav-label">PyAutoGalaxy</span><span class="board-nav-context">Figures</span></a><a class="board-nav-card" href="#fit"><span class="board-nav-count">49</span><span class="board-nav-label">PyAutoFit</span><span class="board-nav-context">Figures</span></a><a class="board-nav-card" href="#cti"><span class="board-nav-count">135</span><span class="board-nav-label">PyAutoCTI</span><span class="board-nav-context">Figures</span></a></nav><main><details class="board-section"><summary><h2 id='overview'>Projects</h2><span class="section-badge">4</span></summary><div class="board-section-body"><div class='tablewrap' role='region' aria-label='Project overview' tabindex='0'><table><thead><tr><th>Library</th><th>Figures</th><th>Rendered with</th><th>Freshness</th></tr></thead><tbody><tr><td><a href='#lens'>PyAutoLens</a></td><td>40</td><td><code>2026.8.17.1</code></td><td class='warn'>Behind</td></tr><tr><td><a href='#galaxy'>PyAutoGalaxy</a></td><td>41</td><td><code>2026.9.27.2</code></td><td class='warn'>Behind</td></tr><tr><td><a href='#fit'>PyAutoFit</a></td><td>49</td><td><code>2026.9.27.2</code></td><td class='warn'>Behind</td></tr><tr><td><a href='#cti'>PyAutoCTI</a></td><td>135</td><td><code>2024.11.13.2</code></td><td class='ok'>Current</td></tr></tbody></table></div></div></details><details class="board-section"><summary><h2 id='lens'>PyAutoLens</h2><span class="section-badge">40</span></summary><div class="board-section-body"><details><summary>Open critiques (3)</summary><ul><li><a href='https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/feature/pyautoeyes/group_cluster_gallery.md'>autolens_visualization: group and cluster galleries (point-source + extended)</a></li><li><a href='https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/feature/pyautoeyes/multi_galaxy_gallery.md'>autolens_visualization: multi-galaxy gallery — producer and dataset</a></li><li><a href='https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/feature/pyautohands/release_fires_visualization_dispatch.md'>Hands release.yml fires the visualization re-render dispatches</a></li></ul></details><details class='dataset'><summary>imaging</summary><div class='figure-browser'><label for='figure-0-0'>Figure</label><select id='figure-0-0'><option value=''>Choose a figure…</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/adapt_images.png' data-review='Use the eyes skill. review lens scripts/imaging/images/visualization/adapt_images.png' 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data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20imaging%2Fdataset.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fdataset.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fdataset.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fdataset.png%20--%3E&amp;labels=eyes-critique'>dataset.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20imaging%2Fdelaunay%2Ffit.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Ffit.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Ffit.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Ffit.png%20--%3E&amp;labels=eyes-critique'>delaunay/fit.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20imaging%2Fdelaunay%2Ftracer.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Ftracer.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Ftracer.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Ftracer.png%20--%3E&amp;labels=eyes-critique'>delaunay/tracer.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/image_with_positions.png' data-review='Use the eyes skill. review lens scripts/imaging/images/visualization/image_with_positions.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20imaging%2Fimage_with_positions.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fimage_with_positions.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fimage_with_positions.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fimage_with_positions.png%20--%3E&amp;labels=eyes-critique'>image_with_positions.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/parametric/fit.png' data-review='Use the eyes skill. review lens scripts/imaging/images/visualization/parametric/fit.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20imaging%2Fparametric%2Ffit.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Ffit.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Ffit.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Ffit.png%20--%3E&amp;labels=eyes-critique'>parametric/fit.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/parametric/fit_log10.png' data-review='Use the eyes skill. review lens scripts/imaging/images/visualization/parametric/fit_log10.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20imaging%2Fparametric%2Ffit_log10.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Ffit_log10.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Ffit_log10.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Ffit_log10.png%20--%3E&amp;labels=eyes-critique'>parametric/fit_log10.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/parametric/fit_of_plane_0.png' data-review='Use the eyes skill. review lens scripts/imaging/images/visualization/parametric/fit_of_plane_0.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20imaging%2Fparametric%2Ffit_of_plane_0.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Ffit_of_plane_0.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Ffit_of_plane_0.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Ffit_of_plane_0.png%20--%3E&amp;labels=eyes-critique'>parametric/fit_of_plane_0.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/parametric/fit_of_plane_1.png' data-review='Use the eyes skill. review lens scripts/imaging/images/visualization/parametric/fit_of_plane_1.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20imaging%2Fparametric%2Ffit_of_plane_1.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Ffit_of_plane_1.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Ffit_of_plane_1.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Ffit_of_plane_1.png%20--%3E&amp;labels=eyes-critique'>parametric/fit_of_plane_1.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/parametric/galaxies.png' data-review='Use the eyes skill. review lens scripts/imaging/images/visualization/parametric/galaxies.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20imaging%2Fparametric%2Fgalaxies.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fgalaxies.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fgalaxies.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fgalaxies.png%20--%3E&amp;labels=eyes-critique'>parametric/galaxies.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/parametric/galaxies_images.png' data-review='Use the eyes skill. review lens scripts/imaging/images/visualization/parametric/galaxies_images.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20imaging%2Fparametric%2Fgalaxies_images.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fgalaxies_images.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fgalaxies_images.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fgalaxies_images.png%20--%3E&amp;labels=eyes-critique'>parametric/galaxies_images.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/parametric/galaxy_images.png' data-review='Use the eyes skill. review lens scripts/imaging/images/visualization/parametric/galaxy_images.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20imaging%2Fparametric%2Fgalaxy_images.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fgalaxy_images.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fgalaxy_images.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fgalaxy_images.png%20--%3E&amp;labels=eyes-critique'>parametric/galaxy_images.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/parametric/mappings_1.png' data-review='Use the eyes skill. review lens scripts/imaging/images/visualization/parametric/mappings_1.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20imaging%2Fparametric%2Fmappings_1.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fmappings_1.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fmappings_1.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fmappings_1.png%20--%3E&amp;labels=eyes-critique'>parametric/mappings_1.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/parametric/tracer.png' data-review='Use the eyes skill. review lens scripts/imaging/images/visualization/parametric/tracer.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20imaging%2Fparametric%2Ftracer.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Ftracer.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Ftracer.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Ftracer.png%20--%3E&amp;labels=eyes-critique'>parametric/tracer.png</option></select><p 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href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/delaunay/fit_log10.png'>delaunay/fit_log10.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/delaunay/fit_of_plane_0.png'>delaunay/fit_of_plane_0.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/delaunay/fit_of_plane_1.png'>delaunay/fit_of_plane_1.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/delaunay/galaxies.png'>delaunay/galaxies.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/delaunay/galaxies_images.png'>delaunay/galaxies_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/delaunay/galaxy_images.png'>delaunay/galaxy_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/delaunay/inversion_0_0.png'>delaunay/inversion_0_0.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/delaunay/mappings_1.png'>delaunay/mappings_1.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/delaunay/tracer.png'>delaunay/tracer.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/image_with_positions.png'>image_with_positions.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/parametric/fit.png'>parametric/fit.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/parametric/fit_log10.png'>parametric/fit_log10.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/parametric/fit_of_plane_0.png'>parametric/fit_of_plane_0.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/parametric/fit_of_plane_1.png'>parametric/fit_of_plane_1.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/parametric/galaxies.png'>parametric/galaxies.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/parametric/galaxies_images.png'>parametric/galaxies_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/parametric/galaxy_images.png'>parametric/galaxy_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/parametric/mappings_1.png'>parametric/mappings_1.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/parametric/tracer.png'>parametric/tracer.png</a></li></ul></noscript></div></details><details class='dataset'><summary>interferometer</summary><div class='figure-browser'><label for='figure-0-1'>Figure</label><select id='figure-0-1'><option value=''>Choose a figure…</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/adapt_images.png' data-review='Use the eyes skill. review lens scripts/interferometer/images/visualization/adapt_images.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20interferometer%2Fadapt_images.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fadapt_images.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fadapt_images.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fadapt_images.png%20--%3E&amp;labels=eyes-critique'>adapt_images.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/dataset.png' data-review='Use the eyes skill. review lens scripts/interferometer/images/visualization/dataset.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20interferometer%2Fdataset.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdataset.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fdataset.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdataset.png%20--%3E&amp;labels=eyes-critique'>dataset.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/delaunay/fit.png' data-review='Use the eyes skill. review lens scripts/interferometer/images/visualization/delaunay/fit.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20interferometer%2Fdelaunay%2Ffit.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit.png%20--%3E&amp;labels=eyes-critique'>delaunay/fit.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/delaunay/fit_dirty_images.png' data-review='Use the eyes skill. review lens scripts/interferometer/images/visualization/delaunay/fit_dirty_images.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20interferometer%2Fdelaunay%2Ffit_dirty_images.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit_dirty_images.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit_dirty_images.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit_dirty_images.png%20--%3E&amp;labels=eyes-critique'>delaunay/fit_dirty_images.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/delaunay/fit_real_space.png' data-review='Use the eyes skill. review lens scripts/interferometer/images/visualization/delaunay/fit_real_space.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20interferometer%2Fdelaunay%2Ffit_real_space.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit_real_space.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit_real_space.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit_real_space.png%20--%3E&amp;labels=eyes-critique'>delaunay/fit_real_space.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/delaunay/galaxies.png' data-review='Use the eyes skill. review lens scripts/interferometer/images/visualization/delaunay/galaxies.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20interferometer%2Fdelaunay%2Fgalaxies.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxies.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxies.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxies.png%20--%3E&amp;labels=eyes-critique'>delaunay/galaxies.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/delaunay/galaxies_images.png' data-review='Use the eyes skill. review lens scripts/interferometer/images/visualization/delaunay/galaxies_images.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20interferometer%2Fdelaunay%2Fgalaxies_images.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxies_images.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxies_images.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxies_images.png%20--%3E&amp;labels=eyes-critique'>delaunay/galaxies_images.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/delaunay/galaxy_images.png' data-review='Use the eyes skill. review lens scripts/interferometer/images/visualization/delaunay/galaxy_images.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20interferometer%2Fdelaunay%2Fgalaxy_images.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxy_images.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxy_images.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxy_images.png%20--%3E&amp;labels=eyes-critique'>delaunay/galaxy_images.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/delaunay/inversion_0_0.png' data-review='Use the eyes skill. review lens scripts/interferometer/images/visualization/delaunay/inversion_0_0.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20interferometer%2Fdelaunay%2Finversion_0_0.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Finversion_0_0.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Finversion_0_0.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Finversion_0_0.png%20--%3E&amp;labels=eyes-critique'>delaunay/inversion_0_0.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/delaunay/tracer.png' data-review='Use the eyes skill. review lens scripts/interferometer/images/visualization/delaunay/tracer.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20interferometer%2Fdelaunay%2Ftracer.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ftracer.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ftracer.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ftracer.png%20--%3E&amp;labels=eyes-critique'>delaunay/tracer.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/image_with_positions.png' data-review='Use the eyes skill. review lens scripts/interferometer/images/visualization/image_with_positions.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20interferometer%2Fimage_with_positions.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fimage_with_positions.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fimage_with_positions.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fimage_with_positions.png%20--%3E&amp;labels=eyes-critique'>image_with_positions.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/parametric/fit.png' data-review='Use the eyes skill. review lens scripts/interferometer/images/visualization/parametric/fit.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20interferometer%2Fparametric%2Ffit.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ffit.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ffit.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ffit.png%20--%3E&amp;labels=eyes-critique'>parametric/fit.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/parametric/fit_dirty_images.png' data-review='Use the eyes skill. review lens scripts/interferometer/images/visualization/parametric/fit_dirty_images.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20interferometer%2Fparametric%2Ffit_dirty_images.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ffit_dirty_images.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ffit_dirty_images.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ffit_dirty_images.png%20--%3E&amp;labels=eyes-critique'>parametric/fit_dirty_images.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/parametric/fit_real_space.png' data-review='Use the eyes skill. review lens scripts/interferometer/images/visualization/parametric/fit_real_space.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20interferometer%2Fparametric%2Ffit_real_space.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ffit_real_space.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ffit_real_space.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ffit_real_space.png%20--%3E&amp;labels=eyes-critique'>parametric/fit_real_space.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/parametric/galaxies.png' data-review='Use the eyes skill. review lens scripts/interferometer/images/visualization/parametric/galaxies.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20interferometer%2Fparametric%2Fgalaxies.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Fgalaxies.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Fgalaxies.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Fgalaxies.png%20--%3E&amp;labels=eyes-critique'>parametric/galaxies.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/parametric/galaxies_images.png' data-review='Use the eyes skill. review lens scripts/interferometer/images/visualization/parametric/galaxies_images.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20interferometer%2Fparametric%2Fgalaxies_images.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Fgalaxies_images.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Fgalaxies_images.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Fgalaxies_images.png%20--%3E&amp;labels=eyes-critique'>parametric/galaxies_images.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/parametric/galaxy_images.png' data-review='Use the eyes skill. review lens scripts/interferometer/images/visualization/parametric/galaxy_images.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20interferometer%2Fparametric%2Fgalaxy_images.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Fgalaxy_images.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Fgalaxy_images.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Fgalaxy_images.png%20--%3E&amp;labels=eyes-critique'>parametric/galaxy_images.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/parametric/tracer.png' data-review='Use the eyes skill. review lens scripts/interferometer/images/visualization/parametric/tracer.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20interferometer%2Fparametric%2Ftracer.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ftracer.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ftracer.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ftracer.png%20--%3E&amp;labels=eyes-critique'>parametric/tracer.png</option></select><p role='status' aria-live='polite'>Choose a figure to view.</p><button class='figure-retry' type='button' hidden>Retry loading</button><button class='figure-image' type='button' aria-label='Enlarge figure' hidden><img alt=''></button><div class='figure-actions' hidden><button type='button' data-copy=''>Copy review prompt</button><a class='suggest' target='_blank' rel='noopener'>Suggest an improvement</a></div><noscript><p>Figure links (JavaScript is disabled):</p><ul><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/adapt_images.png'>adapt_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/dataset.png'>dataset.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/delaunay/fit.png'>delaunay/fit.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/delaunay/fit_dirty_images.png'>delaunay/fit_dirty_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/delaunay/fit_real_space.png'>delaunay/fit_real_space.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/delaunay/galaxies.png'>delaunay/galaxies.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/delaunay/galaxies_images.png'>delaunay/galaxies_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/delaunay/galaxy_images.png'>delaunay/galaxy_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/delaunay/inversion_0_0.png'>delaunay/inversion_0_0.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/delaunay/tracer.png'>delaunay/tracer.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/image_with_positions.png'>image_with_positions.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/parametric/fit.png'>parametric/fit.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/parametric/fit_dirty_images.png'>parametric/fit_dirty_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/parametric/fit_real_space.png'>parametric/fit_real_space.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/parametric/galaxies.png'>parametric/galaxies.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/parametric/galaxies_images.png'>parametric/galaxies_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/parametric/galaxy_images.png'>parametric/galaxy_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/parametric/tracer.png'>parametric/tracer.png</a></li></ul></noscript></div></details></div></details><details class="board-section"><summary><h2 id='galaxy'>PyAutoGalaxy</h2><span class="section-badge">41</span></summary><div class="board-section-body"><details><summary>Open critiques (2)</summary><ul><li><a href='https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/bug/autogalaxy/ellipse_plotter_fit_ellipse_overwrites.md'>`PlotterEllipse.fit_ellipse` writes every variant to `ellipse_fit.png`, so only the last survives</a></li><li><a href='https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/feature/pyautohands/release_fires_visualization_dispatch.md'>Hands release.yml fires the visualization re-render dispatches</a></li></ul></details><details class='dataset'><summary>ellipse</summary><div class='figure-browser'><label for='figure-1-0'>Figure</label><select id='figure-1-0'><option value=''>Choose a figure…</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/dataset.png' data-review='Use the eyes skill. review galaxy scripts/ellipse/images/visualization/dataset.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20ellipse%2Fdataset.png&amp;body=Figure%3A%20%60scripts%2Fellipse%2Fimages%2Fvisualization%2Fdataset.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fellipse%2Fimages%2Fvisualization%2Fdataset.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fellipse%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fellipse%2Fimages%2Fvisualization%2Fdataset.png%20--%3E&amp;labels=eyes-critique'>dataset.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/masked/dataset.png' data-review='Use the eyes skill. review galaxy scripts/ellipse/images/visualization/masked/dataset.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20ellipse%2Fmasked%2Fdataset.png&amp;body=Figure%3A%20%60scripts%2Fellipse%2Fimages%2Fvisualization%2Fmasked%2Fdataset.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fellipse%2Fimages%2Fvisualization%2Fmasked%2Fdataset.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fellipse%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fellipse%2Fimages%2Fvisualization%2Fmasked%2Fdataset.png%20--%3E&amp;labels=eyes-critique'>masked/dataset.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/masked/ellipse_fit.png' data-review='Use the eyes skill. review galaxy scripts/ellipse/images/visualization/masked/ellipse_fit.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20ellipse%2Fmasked%2Fellipse_fit.png&amp;body=Figure%3A%20%60scripts%2Fellipse%2Fimages%2Fvisualization%2Fmasked%2Fellipse_fit.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fellipse%2Fimages%2Fvisualization%2Fmasked%2Fellipse_fit.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fellipse%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fellipse%2Fimages%2Fvisualization%2Fmasked%2Fellipse_fit.png%20--%3E&amp;labels=eyes-critique'>masked/ellipse_fit.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/masked/ellipse_residuals.png' data-review='Use the eyes skill. review galaxy scripts/ellipse/images/visualization/masked/ellipse_residuals.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20ellipse%2Fmasked%2Fellipse_residuals.png&amp;body=Figure%3A%20%60scripts%2Fellipse%2Fimages%2Fvisualization%2Fmasked%2Fellipse_residuals.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fellipse%2Fimages%2Fvisualization%2Fmasked%2Fellipse_residuals.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fellipse%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fellipse%2Fimages%2Fvisualization%2Fmasked%2Fellipse_residuals.png%20--%3E&amp;labels=eyes-critique'>masked/ellipse_residuals.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/masked/fit_ellipse.png' data-review='Use the eyes skill. review galaxy scripts/ellipse/images/visualization/masked/fit_ellipse.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20ellipse%2Fmasked%2Ffit_ellipse.png&amp;body=Figure%3A%20%60scripts%2Fellipse%2Fimages%2Fvisualization%2Fmasked%2Ffit_ellipse.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fellipse%2Fimages%2Fvisualization%2Fmasked%2Ffit_ellipse.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fellipse%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fellipse%2Fimages%2Fvisualization%2Fmasked%2Ffit_ellipse.png%20--%3E&amp;labels=eyes-critique'>masked/fit_ellipse.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/multipole/dataset.png' data-review='Use the eyes skill. review galaxy scripts/ellipse/images/visualization/multipole/dataset.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20ellipse%2Fmultipole%2Fdataset.png&amp;body=Figure%3A%20%60scripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole%2Fdataset.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole%2Fdataset.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fellipse%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole%2Fdataset.png%20--%3E&amp;labels=eyes-critique'>multipole/dataset.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/multipole/ellipse_fit.png' data-review='Use the eyes skill. review galaxy scripts/ellipse/images/visualization/multipole/ellipse_fit.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20ellipse%2Fmultipole%2Fellipse_fit.png&amp;body=Figure%3A%20%60scripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole%2Fellipse_fit.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole%2Fellipse_fit.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fellipse%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole%2Fellipse_fit.png%20--%3E&amp;labels=eyes-critique'>multipole/ellipse_fit.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/multipole/ellipse_residuals.png' data-review='Use the eyes skill. review galaxy scripts/ellipse/images/visualization/multipole/ellipse_residuals.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20ellipse%2Fmultipole%2Fellipse_residuals.png&amp;body=Figure%3A%20%60scripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole%2Fellipse_residuals.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole%2Fellipse_residuals.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fellipse%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole%2Fellipse_residuals.png%20--%3E&amp;labels=eyes-critique'>multipole/ellipse_residuals.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/multipole/fit_ellipse.png' data-review='Use the eyes skill. review galaxy scripts/ellipse/images/visualization/multipole/fit_ellipse.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20ellipse%2Fmultipole%2Ffit_ellipse.png&amp;body=Figure%3A%20%60scripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole%2Ffit_ellipse.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole%2Ffit_ellipse.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fellipse%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole%2Ffit_ellipse.png%20--%3E&amp;labels=eyes-critique'>multipole/fit_ellipse.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/multipole_scaled/dataset.png' data-review='Use the eyes skill. review galaxy scripts/ellipse/images/visualization/multipole_scaled/dataset.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20ellipse%2Fmultipole_scaled%2Fdataset.png&amp;body=Figure%3A%20%60scripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole_scaled%2Fdataset.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole_scaled%2Fdataset.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fellipse%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole_scaled%2Fdataset.png%20--%3E&amp;labels=eyes-critique'>multipole_scaled/dataset.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/multipole_scaled/ellipse_fit.png' data-review='Use the eyes skill. review galaxy scripts/ellipse/images/visualization/multipole_scaled/ellipse_fit.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20ellipse%2Fmultipole_scaled%2Fellipse_fit.png&amp;body=Figure%3A%20%60scripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole_scaled%2Fellipse_fit.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole_scaled%2Fellipse_fit.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fellipse%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole_scaled%2Fellipse_fit.png%20--%3E&amp;labels=eyes-critique'>multipole_scaled/ellipse_fit.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/multipole_scaled/ellipse_residuals.png' data-review='Use the eyes skill. review galaxy scripts/ellipse/images/visualization/multipole_scaled/ellipse_residuals.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20ellipse%2Fmultipole_scaled%2Fellipse_residuals.png&amp;body=Figure%3A%20%60scripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole_scaled%2Fellipse_residuals.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole_scaled%2Fellipse_residuals.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fellipse%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole_scaled%2Fellipse_residuals.png%20--%3E&amp;labels=eyes-critique'>multipole_scaled/ellipse_residuals.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/multipole_scaled/fit_ellipse.png' data-review='Use the eyes skill. review galaxy scripts/ellipse/images/visualization/multipole_scaled/fit_ellipse.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20ellipse%2Fmultipole_scaled%2Ffit_ellipse.png&amp;body=Figure%3A%20%60scripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole_scaled%2Ffit_ellipse.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole_scaled%2Ffit_ellipse.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fellipse%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole_scaled%2Ffit_ellipse.png%20--%3E&amp;labels=eyes-critique'>multipole_scaled/fit_ellipse.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/plain/dataset.png' data-review='Use the eyes skill. review galaxy scripts/ellipse/images/visualization/plain/dataset.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20ellipse%2Fplain%2Fdataset.png&amp;body=Figure%3A%20%60scripts%2Fellipse%2Fimages%2Fvisualization%2Fplain%2Fdataset.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fellipse%2Fimages%2Fvisualization%2Fplain%2Fdataset.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fellipse%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fellipse%2Fimages%2Fvisualization%2Fplain%2Fdataset.png%20--%3E&amp;labels=eyes-critique'>plain/dataset.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/plain/ellipse_fit.png' data-review='Use the eyes skill. review galaxy scripts/ellipse/images/visualization/plain/ellipse_fit.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20ellipse%2Fplain%2Fellipse_fit.png&amp;body=Figure%3A%20%60scripts%2Fellipse%2Fimages%2Fvisualization%2Fplain%2Fellipse_fit.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fellipse%2Fimages%2Fvisualization%2Fplain%2Fellipse_fit.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fellipse%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fellipse%2Fimages%2Fvisualization%2Fplain%2Fellipse_fit.png%20--%3E&amp;labels=eyes-critique'>plain/ellipse_fit.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/plain/ellipse_residuals.png' data-review='Use the eyes skill. review galaxy scripts/ellipse/images/visualization/plain/ellipse_residuals.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20ellipse%2Fplain%2Fellipse_residuals.png&amp;body=Figure%3A%20%60scripts%2Fellipse%2Fimages%2Fvisualization%2Fplain%2Fellipse_residuals.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fellipse%2Fimages%2Fvisualization%2Fplain%2Fellipse_residuals.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fellipse%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fellipse%2Fimages%2Fvisualization%2Fplain%2Fellipse_residuals.png%20--%3E&amp;labels=eyes-critique'>plain/ellipse_residuals.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/plain/fit_ellipse.png' data-review='Use the eyes skill. review galaxy scripts/ellipse/images/visualization/plain/fit_ellipse.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20ellipse%2Fplain%2Ffit_ellipse.png&amp;body=Figure%3A%20%60scripts%2Fellipse%2Fimages%2Fvisualization%2Fplain%2Ffit_ellipse.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fellipse%2Fimages%2Fvisualization%2Fplain%2Ffit_ellipse.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fellipse%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fellipse%2Fimages%2Fvisualization%2Fplain%2Ffit_ellipse.png%20--%3E&amp;labels=eyes-critique'>plain/fit_ellipse.png</option></select><p role='status' aria-live='polite'>Choose a figure to view.</p><button class='figure-retry' type='button' hidden>Retry loading</button><button class='figure-image' type='button' aria-label='Enlarge figure' hidden><img alt=''></button><div class='figure-actions' hidden><button type='button' data-copy=''>Copy review prompt</button><a class='suggest' target='_blank' rel='noopener'>Suggest an improvement</a></div><noscript><p>Figure links (JavaScript is disabled):</p><ul><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/dataset.png'>dataset.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/masked/dataset.png'>masked/dataset.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/masked/ellipse_fit.png'>masked/ellipse_fit.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/masked/ellipse_residuals.png'>masked/ellipse_residuals.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/masked/fit_ellipse.png'>masked/fit_ellipse.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/multipole/dataset.png'>multipole/dataset.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/multipole/ellipse_fit.png'>multipole/ellipse_fit.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/multipole/ellipse_residuals.png'>multipole/ellipse_residuals.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/multipole/fit_ellipse.png'>multipole/fit_ellipse.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/multipole_scaled/dataset.png'>multipole_scaled/dataset.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/multipole_scaled/ellipse_fit.png'>multipole_scaled/ellipse_fit.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/multipole_scaled/ellipse_residuals.png'>multipole_scaled/ellipse_residuals.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/multipole_scaled/fit_ellipse.png'>multipole_scaled/fit_ellipse.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/plain/dataset.png'>plain/dataset.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/plain/ellipse_fit.png'>plain/ellipse_fit.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/plain/ellipse_residuals.png'>plain/ellipse_residuals.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/plain/fit_ellipse.png'>plain/fit_ellipse.png</a></li></ul></noscript></div></details><details class='dataset'><summary>imaging</summary><div class='figure-browser'><label for='figure-1-1'>Figure</label><select id='figure-1-1'><option value=''>Choose a figure…</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/adapt_images.png' data-review='Use the eyes skill. review galaxy scripts/imaging/images/visualization/adapt_images.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20imaging%2Fadapt_images.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fadapt_images.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fadapt_images.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fadapt_images.png%20--%3E&amp;labels=eyes-critique'>adapt_images.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/dataset.png' data-review='Use the eyes skill. review galaxy scripts/imaging/images/visualization/dataset.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20imaging%2Fdataset.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fdataset.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fdataset.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fdataset.png%20--%3E&amp;labels=eyes-critique'>dataset.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/delaunay/fit.png' data-review='Use the eyes skill. review galaxy scripts/imaging/images/visualization/delaunay/fit.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20imaging%2Fdelaunay%2Ffit.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Ffit.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Ffit.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Ffit.png%20--%3E&amp;labels=eyes-critique'>delaunay/fit.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/delaunay/galaxies.png' data-review='Use the eyes skill. review galaxy scripts/imaging/images/visualization/delaunay/galaxies.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20imaging%2Fdelaunay%2Fgalaxies.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxies.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxies.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxies.png%20--%3E&amp;labels=eyes-critique'>delaunay/galaxies.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/delaunay/galaxy_images.png' data-review='Use the eyes skill. review galaxy scripts/imaging/images/visualization/delaunay/galaxy_images.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20imaging%2Fdelaunay%2Fgalaxy_images.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxy_images.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxy_images.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxy_images.png%20--%3E&amp;labels=eyes-critique'>delaunay/galaxy_images.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/delaunay/inversion_0_0.png' data-review='Use the eyes skill. review galaxy scripts/imaging/images/visualization/delaunay/inversion_0_0.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20imaging%2Fdelaunay%2Finversion_0_0.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Finversion_0_0.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Finversion_0_0.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Finversion_0_0.png%20--%3E&amp;labels=eyes-critique'>delaunay/inversion_0_0.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/delaunay/of_galaxy_0.png' data-review='Use the eyes skill. review galaxy scripts/imaging/images/visualization/delaunay/of_galaxy_0.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20imaging%2Fdelaunay%2Fof_galaxy_0.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Fof_galaxy_0.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Fof_galaxy_0.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Fof_galaxy_0.png%20--%3E&amp;labels=eyes-critique'>delaunay/of_galaxy_0.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/parametric/fit.png' data-review='Use the eyes skill. review galaxy scripts/imaging/images/visualization/parametric/fit.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20imaging%2Fparametric%2Ffit.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Ffit.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Ffit.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Ffit.png%20--%3E&amp;labels=eyes-critique'>parametric/fit.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/parametric/galaxies.png' data-review='Use the eyes skill. review galaxy scripts/imaging/images/visualization/parametric/galaxies.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20imaging%2Fparametric%2Fgalaxies.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fgalaxies.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fgalaxies.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fgalaxies.png%20--%3E&amp;labels=eyes-critique'>parametric/galaxies.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/parametric/galaxy_images.png' data-review='Use the eyes skill. review galaxy scripts/imaging/images/visualization/parametric/galaxy_images.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20imaging%2Fparametric%2Fgalaxy_images.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fgalaxy_images.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fgalaxy_images.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fgalaxy_images.png%20--%3E&amp;labels=eyes-critique'>parametric/galaxy_images.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/parametric/of_galaxy_0.png' data-review='Use the eyes skill. review galaxy scripts/imaging/images/visualization/parametric/of_galaxy_0.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20imaging%2Fparametric%2Fof_galaxy_0.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fof_galaxy_0.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fof_galaxy_0.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fof_galaxy_0.png%20--%3E&amp;labels=eyes-critique'>parametric/of_galaxy_0.png</option></select><p role='status' aria-live='polite'>Choose a figure to view.</p><button class='figure-retry' type='button' hidden>Retry loading</button><button class='figure-image' type='button' aria-label='Enlarge figure' hidden><img alt=''></button><div class='figure-actions' hidden><button type='button' data-copy=''>Copy review prompt</button><a class='suggest' target='_blank' rel='noopener'>Suggest an improvement</a></div><noscript><p>Figure links (JavaScript is disabled):</p><ul><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/adapt_images.png'>adapt_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/dataset.png'>dataset.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/delaunay/fit.png'>delaunay/fit.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/delaunay/galaxies.png'>delaunay/galaxies.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/delaunay/galaxy_images.png'>delaunay/galaxy_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/delaunay/inversion_0_0.png'>delaunay/inversion_0_0.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/delaunay/of_galaxy_0.png'>delaunay/of_galaxy_0.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/parametric/fit.png'>parametric/fit.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/parametric/galaxies.png'>parametric/galaxies.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/parametric/galaxy_images.png'>parametric/galaxy_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/parametric/of_galaxy_0.png'>parametric/of_galaxy_0.png</a></li></ul></noscript></div></details><details class='dataset'><summary>interferometer</summary><div class='figure-browser'><label for='figure-1-2'>Figure</label><select id='figure-1-2'><option value=''>Choose a figure…</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/adapt_images.png' data-review='Use the eyes skill. review galaxy scripts/interferometer/images/visualization/adapt_images.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20interferometer%2Fadapt_images.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fadapt_images.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fadapt_images.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fadapt_images.png%20--%3E&amp;labels=eyes-critique'>adapt_images.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/dataset.png' data-review='Use the eyes skill. review galaxy scripts/interferometer/images/visualization/dataset.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20interferometer%2Fdataset.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdataset.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fdataset.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdataset.png%20--%3E&amp;labels=eyes-critique'>dataset.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/delaunay/fit.png' data-review='Use the eyes skill. review galaxy scripts/interferometer/images/visualization/delaunay/fit.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20interferometer%2Fdelaunay%2Ffit.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit.png%20--%3E&amp;labels=eyes-critique'>delaunay/fit.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/delaunay/fit_dirty_images.png' data-review='Use the eyes skill. review galaxy scripts/interferometer/images/visualization/delaunay/fit_dirty_images.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20interferometer%2Fdelaunay%2Ffit_dirty_images.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit_dirty_images.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit_dirty_images.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit_dirty_images.png%20--%3E&amp;labels=eyes-critique'>delaunay/fit_dirty_images.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/delaunay/fit_real_space.png' data-review='Use the eyes skill. review galaxy scripts/interferometer/images/visualization/delaunay/fit_real_space.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20interferometer%2Fdelaunay%2Ffit_real_space.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit_real_space.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit_real_space.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit_real_space.png%20--%3E&amp;labels=eyes-critique'>delaunay/fit_real_space.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/delaunay/galaxies.png' data-review='Use the eyes skill. review galaxy scripts/interferometer/images/visualization/delaunay/galaxies.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20interferometer%2Fdelaunay%2Fgalaxies.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxies.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxies.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxies.png%20--%3E&amp;labels=eyes-critique'>delaunay/galaxies.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/delaunay/galaxy_images.png' data-review='Use the eyes skill. review galaxy scripts/interferometer/images/visualization/delaunay/galaxy_images.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20interferometer%2Fdelaunay%2Fgalaxy_images.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxy_images.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxy_images.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxy_images.png%20--%3E&amp;labels=eyes-critique'>delaunay/galaxy_images.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/delaunay/inversion_0_0.png' data-review='Use the eyes skill. review galaxy scripts/interferometer/images/visualization/delaunay/inversion_0_0.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20interferometer%2Fdelaunay%2Finversion_0_0.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Finversion_0_0.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Finversion_0_0.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Finversion_0_0.png%20--%3E&amp;labels=eyes-critique'>delaunay/inversion_0_0.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/parametric/fit.png' data-review='Use the eyes skill. review galaxy scripts/interferometer/images/visualization/parametric/fit.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20interferometer%2Fparametric%2Ffit.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ffit.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ffit.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ffit.png%20--%3E&amp;labels=eyes-critique'>parametric/fit.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/parametric/fit_dirty_images.png' data-review='Use the eyes skill. review galaxy scripts/interferometer/images/visualization/parametric/fit_dirty_images.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20interferometer%2Fparametric%2Ffit_dirty_images.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ffit_dirty_images.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ffit_dirty_images.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ffit_dirty_images.png%20--%3E&amp;labels=eyes-critique'>parametric/fit_dirty_images.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/parametric/fit_real_space.png' data-review='Use the eyes skill. review galaxy scripts/interferometer/images/visualization/parametric/fit_real_space.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20interferometer%2Fparametric%2Ffit_real_space.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ffit_real_space.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ffit_real_space.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ffit_real_space.png%20--%3E&amp;labels=eyes-critique'>parametric/fit_real_space.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/parametric/galaxies.png' data-review='Use the eyes skill. review galaxy scripts/interferometer/images/visualization/parametric/galaxies.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20interferometer%2Fparametric%2Fgalaxies.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Fgalaxies.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Fgalaxies.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Fgalaxies.png%20--%3E&amp;labels=eyes-critique'>parametric/galaxies.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/parametric/galaxy_images.png' data-review='Use the eyes skill. review galaxy scripts/interferometer/images/visualization/parametric/galaxy_images.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20interferometer%2Fparametric%2Fgalaxy_images.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Fgalaxy_images.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Fgalaxy_images.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Fgalaxy_images.png%20--%3E&amp;labels=eyes-critique'>parametric/galaxy_images.png</option></select><p role='status' aria-live='polite'>Choose a figure to view.</p><button class='figure-retry' type='button' hidden>Retry loading</button><button class='figure-image' type='button' aria-label='Enlarge figure' hidden><img alt=''></button><div class='figure-actions' hidden><button type='button' data-copy=''>Copy review prompt</button><a class='suggest' target='_blank' rel='noopener'>Suggest an improvement</a></div><noscript><p>Figure links (JavaScript is disabled):</p><ul><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/adapt_images.png'>adapt_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/dataset.png'>dataset.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/delaunay/fit.png'>delaunay/fit.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/delaunay/fit_dirty_images.png'>delaunay/fit_dirty_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/delaunay/fit_real_space.png'>delaunay/fit_real_space.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/delaunay/galaxies.png'>delaunay/galaxies.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/delaunay/galaxy_images.png'>delaunay/galaxy_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/delaunay/inversion_0_0.png'>delaunay/inversion_0_0.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/parametric/fit.png'>parametric/fit.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/parametric/fit_dirty_images.png'>parametric/fit_dirty_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/parametric/fit_real_space.png'>parametric/fit_real_space.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/parametric/galaxies.png'>parametric/galaxies.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/parametric/galaxy_images.png'>parametric/galaxy_images.png</a></li></ul></noscript></div></details></div></details><details class="board-section"><summary><h2 id='fit'>PyAutoFit</h2><span class="section-badge">49</span></summary><div class="board-section-body"><details><summary>Open critiques (4)</summary><ul><li><a href='https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/maintenance/autofit_visualization/seed_samplers_for_byte_stable_rerenders.md'>autofit_visualization — seed every sampler so re-renders are byte-stable</a></li><li><a href='https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/research/autofit/search_extensibility_epic_report.md'>Search extensibility epic: research report and phased plan</a></li><li><a href='https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/research/autofit/search_extensibility_epic_surveys/03_search_docs.md'>03 — How non-linear searches are documented across PyAuto, and how that must scale</a></li><li><a href='https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/research/autofit/search_extensibility_epic_surveys/04_inference_profiling_infra.md'>04 — Inference and profiling infrastructure survey for `autofit_inference` and `autofit_profiling`</a></li></ul></details><details class='dataset'><summary>ep</summary><div class='figure-browser'><label for='figure-2-0'>Figure</label><select id='figure-2-0'><option value=''>Choose a figure…</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/ep_plotter/graph_model_prior_factors.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/ep_plotter/graph_model_prior_factors.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Fep_plotter%2Fgraph_model_prior_factors.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Fep_plotter%2Fgraph_model_prior_factors.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Fep_plotter%2Fgraph_model_prior_factors.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Fep_plotter%2Fgraph_model_prior_factors.png%20--%3E&amp;labels=eyes-critique'>ep_plotter/graph_model_prior_factors.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/ep_plotter/graph_state_prior_factors.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/ep_plotter/graph_state_prior_factors.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Fep_plotter%2Fgraph_state_prior_factors.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Fep_plotter%2Fgraph_state_prior_factors.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Fep_plotter%2Fgraph_state_prior_factors.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Fep_plotter%2Fgraph_state_prior_factors.png%20--%3E&amp;labels=eyes-critique'>ep_plotter/graph_state_prior_factors.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_0/corner_anesthetic.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/factor_0/corner_anesthetic.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Ffactor_0%2Fcorner_anesthetic.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_0%2Fcorner_anesthetic.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Ffactor_0%2Fcorner_anesthetic.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_0%2Fcorner_anesthetic.png%20--%3E&amp;labels=eyes-critique'>factor_0/corner_anesthetic.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_0/data.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/factor_0/data.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Ffactor_0%2Fdata.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_0%2Fdata.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Ffactor_0%2Fdata.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_0%2Fdata.png%20--%3E&amp;labels=eyes-critique'>factor_0/data.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_0/model.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/factor_0/model.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Ffactor_0%2Fmodel.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_0%2Fmodel.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Ffactor_0%2Fmodel.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_0%2Fmodel.png%20--%3E&amp;labels=eyes-critique'>factor_0/model.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_0/model_fit.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/factor_0/model_fit.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Ffactor_0%2Fmodel_fit.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_0%2Fmodel_fit.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Ffactor_0%2Fmodel_fit.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_0%2Fmodel_fit.png%20--%3E&amp;labels=eyes-critique'>factor_0/model_fit.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_1/corner_anesthetic.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/factor_1/corner_anesthetic.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Ffactor_1%2Fcorner_anesthetic.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_1%2Fcorner_anesthetic.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Ffactor_1%2Fcorner_anesthetic.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_1%2Fcorner_anesthetic.png%20--%3E&amp;labels=eyes-critique'>factor_1/corner_anesthetic.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_1/data.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/factor_1/data.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Ffactor_1%2Fdata.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_1%2Fdata.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Ffactor_1%2Fdata.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_1%2Fdata.png%20--%3E&amp;labels=eyes-critique'>factor_1/data.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_1/model.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/factor_1/model.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Ffactor_1%2Fmodel.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_1%2Fmodel.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Ffactor_1%2Fmodel.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_1%2Fmodel.png%20--%3E&amp;labels=eyes-critique'>factor_1/model.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_1/model_fit.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/factor_1/model_fit.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Ffactor_1%2Fmodel_fit.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_1%2Fmodel_fit.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Ffactor_1%2Fmodel_fit.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_1%2Fmodel_fit.png%20--%3E&amp;labels=eyes-critique'>factor_1/model_fit.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_2/corner_anesthetic.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/factor_2/corner_anesthetic.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Ffactor_2%2Fcorner_anesthetic.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_2%2Fcorner_anesthetic.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Ffactor_2%2Fcorner_anesthetic.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_2%2Fcorner_anesthetic.png%20--%3E&amp;labels=eyes-critique'>factor_2/corner_anesthetic.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_2/data.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/factor_2/data.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Ffactor_2%2Fdata.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_2%2Fdata.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Ffactor_2%2Fdata.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_2%2Fdata.png%20--%3E&amp;labels=eyes-critique'>factor_2/data.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_2/model.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/factor_2/model.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Ffactor_2%2Fmodel.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_2%2Fmodel.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Ffactor_2%2Fmodel.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_2%2Fmodel.png%20--%3E&amp;labels=eyes-critique'>factor_2/model.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_2/model_fit.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/factor_2/model_fit.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Ffactor_2%2Fmodel_fit.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_2%2Fmodel_fit.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Ffactor_2%2Fmodel_fit.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_2%2Fmodel_fit.png%20--%3E&amp;labels=eyes-critique'>factor_2/model_fit.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/graph.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/graph.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Fgraph.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Fgraph.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Fgraph.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Fgraph.png%20--%3E&amp;labels=eyes-critique'>graph.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/graph_factors.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/graph_factors.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Fgraph_factors.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Fgraph_factors.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Fgraph_factors.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Fgraph_factors.png%20--%3E&amp;labels=eyes-critique'>graph_factors.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/graph_model.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/graph_model.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Fgraph_model.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Fgraph_model.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Fgraph_model.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Fgraph_model.png%20--%3E&amp;labels=eyes-critique'>graph_model.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/graph_state.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/graph_state.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Fgraph_state.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Fgraph_state.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Fgraph_state.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Fgraph_state.png%20--%3E&amp;labels=eyes-critique'>graph_state.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/mean_field_evolution.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/mean_field_evolution.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Fmean_field_evolution.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Fmean_field_evolution.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Fmean_field_evolution.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Fmean_field_evolution.png%20--%3E&amp;labels=eyes-critique'>mean_field_evolution.png</option></select><p role='status' aria-live='polite'>Choose a figure to view.</p><button class='figure-retry' type='button' hidden>Retry loading</button><button class='figure-image' type='button' aria-label='Enlarge figure' hidden><img alt=''></button><div class='figure-actions' hidden><button type='button' data-copy=''>Copy review prompt</button><a class='suggest' target='_blank' rel='noopener'>Suggest an improvement</a></div><noscript><p>Figure links (JavaScript is disabled):</p><ul><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/ep_plotter/graph_model_prior_factors.png'>ep_plotter/graph_model_prior_factors.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/ep_plotter/graph_state_prior_factors.png'>ep_plotter/graph_state_prior_factors.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_0/corner_anesthetic.png'>factor_0/corner_anesthetic.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_0/data.png'>factor_0/data.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_0/model.png'>factor_0/model.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_0/model_fit.png'>factor_0/model_fit.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_1/corner_anesthetic.png'>factor_1/corner_anesthetic.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_1/data.png'>factor_1/data.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_1/model.png'>factor_1/model.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_1/model_fit.png'>factor_1/model_fit.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_2/corner_anesthetic.png'>factor_2/corner_anesthetic.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_2/data.png'>factor_2/data.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_2/model.png'>factor_2/model.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_2/model_fit.png'>factor_2/model_fit.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/graph.png'>graph.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/graph_factors.png'>graph_factors.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/graph_model.png'>graph_model.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/graph_state.png'>graph_state.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/mean_field_evolution.png'>mean_field_evolution.png</a></li></ul></noscript></div></details><details class='dataset'><summary>model</summary><div class='figure-browser'><label for='figure-2-1'>Figure</label><select id='figure-2-1'><option value=''>Choose a figure…</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/collection/model_names.png' data-review='Use the eyes skill. review fit scripts/model/images/visualization/collection/model_names.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20model%2Fcollection%2Fmodel_names.png&amp;body=Figure%3A%20%60scripts%2Fmodel%2Fimages%2Fvisualization%2Fcollection%2Fmodel_names.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fmodel%2Fimages%2Fvisualization%2Fcollection%2Fmodel_names.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fmodel%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fmodel%2Fimages%2Fvisualization%2Fcollection%2Fmodel_names.png%20--%3E&amp;labels=eyes-critique'>collection/model_names.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/collection/model_names_uncollapsed.png' data-review='Use the eyes skill. review fit scripts/model/images/visualization/collection/model_names_uncollapsed.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20model%2Fcollection%2Fmodel_names_uncollapsed.png&amp;body=Figure%3A%20%60scripts%2Fmodel%2Fimages%2Fvisualization%2Fcollection%2Fmodel_names_uncollapsed.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fmodel%2Fimages%2Fvisualization%2Fcollection%2Fmodel_names_uncollapsed.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fmodel%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fmodel%2Fimages%2Fvisualization%2Fcollection%2Fmodel_names_uncollapsed.png%20--%3E&amp;labels=eyes-critique'>collection/model_names_uncollapsed.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/collection/model_priors.png' data-review='Use the eyes skill. review fit scripts/model/images/visualization/collection/model_priors.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20model%2Fcollection%2Fmodel_priors.png&amp;body=Figure%3A%20%60scripts%2Fmodel%2Fimages%2Fvisualization%2Fcollection%2Fmodel_priors.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fmodel%2Fimages%2Fvisualization%2Fcollection%2Fmodel_priors.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fmodel%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fmodel%2Fimages%2Fvisualization%2Fcollection%2Fmodel_priors.png%20--%3E&amp;labels=eyes-critique'>collection/model_priors.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20model%2Fgaussian%2Fmodel_names.png&amp;body=Figure%3A%20%60scripts%2Fmodel%2Fimages%2Fvisualization%2Fgaussian%2Fmodel_names.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fmodel%2Fimages%2Fvisualization%2Fgaussian%2Fmodel_names.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fmodel%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fmodel%2Fimages%2Fvisualization%2Fgaussian%2Fmodel_names.png%20--%3E&amp;labels=eyes-critique'>gaussian/model_names.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20model%2Fgaussian%2Fmodel_priors.png&amp;body=Figure%3A%20%60scripts%2Fmodel%2Fimages%2Fvisualization%2Fgaussian%2Fmodel_priors.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fmodel%2Fimages%2Fvisualization%2Fgaussian%2Fmodel_priors.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fmodel%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fmodel%2Fimages%2Fvisualization%2Fgaussian%2Fmodel_priors.png%20--%3E&amp;labels=eyes-critique'>gaussian/model_priors.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/graph/model_names.png' data-review='Use the eyes skill. review fit scripts/model/images/visualization/graph/model_names.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20model%2Fgraph%2Fmodel_names.png&amp;body=Figure%3A%20%60scripts%2Fmodel%2Fimages%2Fvisualization%2Fgraph%2Fmodel_names.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fmodel%2Fimages%2Fvisualization%2Fgraph%2Fmodel_names.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fmodel%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fmodel%2Fimages%2Fvisualization%2Fgraph%2Fmodel_names.png%20--%3E&amp;labels=eyes-critique'>graph/model_names.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20model%2Fgraph%2Fmodel_priors.png&amp;body=Figure%3A%20%60scripts%2Fmodel%2Fimages%2Fvisualization%2Fgraph%2Fmodel_priors.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fmodel%2Fimages%2Fvisualization%2Fgraph%2Fmodel_priors.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fmodel%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fmodel%2Fimages%2Fvisualization%2Fgraph%2Fmodel_priors.png%20--%3E&amp;labels=eyes-critique'>graph/model_priors.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20model%2Flinked%2Fmodel_names_hide_fixed.png&amp;body=Figure%3A%20%60scripts%2Fmodel%2Fimages%2Fvisualization%2Flinked%2Fmodel_names_hide_fixed.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fmodel%2Fimages%2Fvisualization%2Flinked%2Fmodel_names_hide_fixed.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fmodel%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fmodel%2Fimages%2Fvisualization%2Flinked%2Fmodel_names_hide_fixed.png%20--%3E&amp;labels=eyes-critique'>linked/model_names_hide_fixed.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/linked/model_names_uncollapsed.png' data-review='Use the eyes skill. review fit scripts/model/images/visualization/linked/model_names_uncollapsed.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20model%2Flinked%2Fmodel_names_uncollapsed.png&amp;body=Figure%3A%20%60scripts%2Fmodel%2Fimages%2Fvisualization%2Flinked%2Fmodel_names_uncollapsed.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fmodel%2Fimages%2Fvisualization%2Flinked%2Fmodel_names_uncollapsed.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fmodel%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fmodel%2Fimages%2Fvisualization%2Flinked%2Fmodel_names_uncollapsed.png%20--%3E&amp;labels=eyes-critique'>linked/model_names_uncollapsed.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/linked/model_priors.png' data-review='Use the eyes skill. review fit scripts/model/images/visualization/linked/model_priors.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20model%2Flinked%2Fmodel_priors.png&amp;body=Figure%3A%20%60scripts%2Fmodel%2Fimages%2Fvisualization%2Flinked%2Fmodel_priors.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fmodel%2Fimages%2Fvisualization%2Flinked%2Fmodel_priors.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fmodel%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fmodel%2Fimages%2Fvisualization%2Flinked%2Fmodel_priors.png%20--%3E&amp;labels=eyes-critique'>linked/model_priors.png</option></select><p role='status' aria-live='polite'>Choose a figure to view.</p><button class='figure-retry' type='button' hidden>Retry loading</button><button class='figure-image' type='button' aria-label='Enlarge figure' hidden><img alt=''></button><div class='figure-actions' hidden><button type='button' data-copy=''>Copy review prompt</button><a class='suggest' target='_blank' rel='noopener'>Suggest an improvement</a></div><noscript><p>Figure links (JavaScript is disabled):</p><ul><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/collection/model_names.png'>collection/model_names.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/collection/model_names_uncollapsed.png'>collection/model_names_uncollapsed.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/collection/model_priors.png'>collection/model_priors.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/gaussian/model_names.png'>gaussian/model_names.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/gaussian/model_priors.png'>gaussian/model_priors.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/graph/model_names.png'>graph/model_names.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/graph/model_names_uncollapsed.png'>graph/model_names_uncollapsed.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/graph/model_priors.png'>graph/model_priors.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/linked/model_names.png'>linked/model_names.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/linked/model_names_hide_fixed.png'>linked/model_names_hide_fixed.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/linked/model_names_uncollapsed.png'>linked/model_names_uncollapsed.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/linked/model_priors.png'>linked/model_priors.png</a></li></ul></noscript></div></details><details class='dataset'><summary>samples</summary><div class='figure-browser'><label for='figure-2-2'>Figure</label><select id='figure-2-2'><option value=''>Choose a figure…</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/dynesty_static/corner_anesthetic.png' data-review='Use the eyes skill. review fit scripts/samples/images/visualization/dynesty_static/corner_anesthetic.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20samples%2Fdynesty_static%2Fcorner_anesthetic.png&amp;body=Figure%3A%20%60scripts%2Fsamples%2Fimages%2Fvisualization%2Fdynesty_static%2Fcorner_anesthetic.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fsamples%2Fimages%2Fvisualization%2Fdynesty_static%2Fcorner_anesthetic.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fsamples%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fsamples%2Fimages%2Fvisualization%2Fdynesty_static%2Fcorner_anesthetic.png%20--%3E&amp;labels=eyes-critique'>dynesty_static/corner_anesthetic.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/dynesty_static/corner_cornerpy.png' data-review='Use the eyes skill. review fit scripts/samples/images/visualization/dynesty_static/corner_cornerpy.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20samples%2Fdynesty_static%2Fcorner_cornerpy.png&amp;body=Figure%3A%20%60scripts%2Fsamples%2Fimages%2Fvisualization%2Fdynesty_static%2Fcorner_cornerpy.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fsamples%2Fimages%2Fvisualization%2Fdynesty_static%2Fcorner_cornerpy.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fsamples%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fsamples%2Fimages%2Fvisualization%2Fdynesty_static%2Fcorner_cornerpy.png%20--%3E&amp;labels=eyes-critique'>dynesty_static/corner_cornerpy.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/emcee/corner_anesthetic.png' data-review='Use the eyes skill. review fit scripts/samples/images/visualization/emcee/corner_anesthetic.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20samples%2Femcee%2Fcorner_anesthetic.png&amp;body=Figure%3A%20%60scripts%2Fsamples%2Fimages%2Fvisualization%2Femcee%2Fcorner_anesthetic.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fsamples%2Fimages%2Fvisualization%2Femcee%2Fcorner_anesthetic.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fsamples%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fsamples%2Fimages%2Fvisualization%2Femcee%2Fcorner_anesthetic.png%20--%3E&amp;labels=eyes-critique'>emcee/corner_anesthetic.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/emcee/corner_cornerpy.png' data-review='Use the eyes skill. review fit scripts/samples/images/visualization/emcee/corner_cornerpy.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20samples%2Femcee%2Fcorner_cornerpy.png&amp;body=Figure%3A%20%60scripts%2Fsamples%2Fimages%2Fvisualization%2Femcee%2Fcorner_cornerpy.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fsamples%2Fimages%2Fvisualization%2Femcee%2Fcorner_cornerpy.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fsamples%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fsamples%2Fimages%2Fvisualization%2Femcee%2Fcorner_cornerpy.png%20--%3E&amp;labels=eyes-critique'>emcee/corner_cornerpy.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/lbfgs/log_likelihood_vs_iteration.png' data-review='Use the eyes skill. review fit scripts/samples/images/visualization/lbfgs/log_likelihood_vs_iteration.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20samples%2Flbfgs%2Flog_likelihood_vs_iteration.png&amp;body=Figure%3A%20%60scripts%2Fsamples%2Fimages%2Fvisualization%2Flbfgs%2Flog_likelihood_vs_iteration.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fsamples%2Fimages%2Fvisualization%2Flbfgs%2Flog_likelihood_vs_iteration.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fsamples%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fsamples%2Fimages%2Fvisualization%2Flbfgs%2Flog_likelihood_vs_iteration.png%20--%3E&amp;labels=eyes-critique'>lbfgs/log_likelihood_vs_iteration.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/lbfgs/log_likelihood_vs_iteration_last_50_percent.png' data-review='Use the eyes skill. review fit scripts/samples/images/visualization/lbfgs/log_likelihood_vs_iteration_last_50_percent.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20samples%2Flbfgs%2Flog_likelihood_vs_iteration_last_50_percent.png&amp;body=Figure%3A%20%60scripts%2Fsamples%2Fimages%2Fvisualization%2Flbfgs%2Flog_likelihood_vs_iteration_last_50_percent.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fsamples%2Fimages%2Fvisualization%2Flbfgs%2Flog_likelihood_vs_iteration_last_50_percent.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fsamples%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fsamples%2Fimages%2Fvisualization%2Flbfgs%2Flog_likelihood_vs_iteration_last_50_percent.png%20--%3E&amp;labels=eyes-critique'>lbfgs/log_likelihood_vs_iteration_last_50_percent.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/lbfgs/log_likelihood_vs_iteration_log_y.png' data-review='Use the eyes skill. review fit scripts/samples/images/visualization/lbfgs/log_likelihood_vs_iteration_log_y.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20samples%2Flbfgs%2Flog_likelihood_vs_iteration_log_y.png&amp;body=Figure%3A%20%60scripts%2Fsamples%2Fimages%2Fvisualization%2Flbfgs%2Flog_likelihood_vs_iteration_log_y.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fsamples%2Fimages%2Fvisualization%2Flbfgs%2Flog_likelihood_vs_iteration_log_y.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fsamples%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fsamples%2Fimages%2Fvisualization%2Flbfgs%2Flog_likelihood_vs_iteration_log_y.png%20--%3E&amp;labels=eyes-critique'>lbfgs/log_likelihood_vs_iteration_log_y.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/lbfgs/subplot_parameters.png' data-review='Use the eyes skill. review fit scripts/samples/images/visualization/lbfgs/subplot_parameters.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20samples%2Flbfgs%2Fsubplot_parameters.png&amp;body=Figure%3A%20%60scripts%2Fsamples%2Fimages%2Fvisualization%2Flbfgs%2Fsubplot_parameters.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fsamples%2Fimages%2Fvisualization%2Flbfgs%2Fsubplot_parameters.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fsamples%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fsamples%2Fimages%2Fvisualization%2Flbfgs%2Fsubplot_parameters.png%20--%3E&amp;labels=eyes-critique'>lbfgs/subplot_parameters.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/lbfgs/subplot_parameters_last_50_percent.png' data-review='Use the eyes skill. review fit scripts/samples/images/visualization/lbfgs/subplot_parameters_last_50_percent.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20samples%2Flbfgs%2Fsubplot_parameters_last_50_percent.png&amp;body=Figure%3A%20%60scripts%2Fsamples%2Fimages%2Fvisualization%2Flbfgs%2Fsubplot_parameters_last_50_percent.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fsamples%2Fimages%2Fvisualization%2Flbfgs%2Fsubplot_parameters_last_50_percent.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fsamples%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fsamples%2Fimages%2Fvisualization%2Flbfgs%2Fsubplot_parameters_last_50_percent.png%20--%3E&amp;labels=eyes-critique'>lbfgs/subplot_parameters_last_50_percent.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/lbfgs/subplot_parameters_log_y.png' data-review='Use the eyes skill. review fit scripts/samples/images/visualization/lbfgs/subplot_parameters_log_y.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20samples%2Flbfgs%2Fsubplot_parameters_log_y.png&amp;body=Figure%3A%20%60scripts%2Fsamples%2Fimages%2Fvisualization%2Flbfgs%2Fsubplot_parameters_log_y.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fsamples%2Fimages%2Fvisualization%2Flbfgs%2Fsubplot_parameters_log_y.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fsamples%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fsamples%2Fimages%2Fvisualization%2Flbfgs%2Fsubplot_parameters_log_y.png%20--%3E&amp;labels=eyes-critique'>lbfgs/subplot_parameters_log_y.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/multistart_adam/figure_of_merit_vs_iteration.png' data-review='Use the eyes skill. review fit scripts/samples/images/visualization/multistart_adam/figure_of_merit_vs_iteration.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20samples%2Fmultistart_adam%2Ffigure_of_merit_vs_iteration.png&amp;body=Figure%3A%20%60scripts%2Fsamples%2Fimages%2Fvisualization%2Fmultistart_adam%2Ffigure_of_merit_vs_iteration.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fsamples%2Fimages%2Fvisualization%2Fmultistart_adam%2Ffigure_of_merit_vs_iteration.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fsamples%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fsamples%2Fimages%2Fvisualization%2Fmultistart_adam%2Ffigure_of_merit_vs_iteration.png%20--%3E&amp;labels=eyes-critique'>multistart_adam/figure_of_merit_vs_iteration.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/nautilus/corner_anesthetic.png' data-review='Use the eyes skill. review fit scripts/samples/images/visualization/nautilus/corner_anesthetic.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20samples%2Fnautilus%2Fcorner_anesthetic.png&amp;body=Figure%3A%20%60scripts%2Fsamples%2Fimages%2Fvisualization%2Fnautilus%2Fcorner_anesthetic.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fsamples%2Fimages%2Fvisualization%2Fnautilus%2Fcorner_anesthetic.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fsamples%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fsamples%2Fimages%2Fvisualization%2Fnautilus%2Fcorner_anesthetic.png%20--%3E&amp;labels=eyes-critique'>nautilus/corner_anesthetic.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/nautilus/corner_cornerpy.png' data-review='Use the eyes skill. review fit scripts/samples/images/visualization/nautilus/corner_cornerpy.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20samples%2Fnautilus%2Fcorner_cornerpy.png&amp;body=Figure%3A%20%60scripts%2Fsamples%2Fimages%2Fvisualization%2Fnautilus%2Fcorner_cornerpy.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fsamples%2Fimages%2Fvisualization%2Fnautilus%2Fcorner_cornerpy.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fsamples%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fsamples%2Fimages%2Fvisualization%2Fnautilus%2Fcorner_cornerpy.png%20--%3E&amp;labels=eyes-critique'>nautilus/corner_cornerpy.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/zeus/corner_anesthetic.png' data-review='Use the eyes skill. review fit scripts/samples/images/visualization/zeus/corner_anesthetic.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20samples%2Fzeus%2Fcorner_anesthetic.png&amp;body=Figure%3A%20%60scripts%2Fsamples%2Fimages%2Fvisualization%2Fzeus%2Fcorner_anesthetic.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fsamples%2Fimages%2Fvisualization%2Fzeus%2Fcorner_anesthetic.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fsamples%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fsamples%2Fimages%2Fvisualization%2Fzeus%2Fcorner_anesthetic.png%20--%3E&amp;labels=eyes-critique'>zeus/corner_anesthetic.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/zeus/corner_cornerpy.png' data-review='Use the eyes skill. review fit scripts/samples/images/visualization/zeus/corner_cornerpy.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20samples%2Fzeus%2Fcorner_cornerpy.png&amp;body=Figure%3A%20%60scripts%2Fsamples%2Fimages%2Fvisualization%2Fzeus%2Fcorner_cornerpy.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fsamples%2Fimages%2Fvisualization%2Fzeus%2Fcorner_cornerpy.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fsamples%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fsamples%2Fimages%2Fvisualization%2Fzeus%2Fcorner_cornerpy.png%20--%3E&amp;labels=eyes-critique'>zeus/corner_cornerpy.png</option></select><p role='status' aria-live='polite'>Choose a figure to view.</p><button class='figure-retry' type='button' hidden>Retry loading</button><button class='figure-image' type='button' aria-label='Enlarge figure' hidden><img alt=''></button><div class='figure-actions' hidden><button type='button' data-copy=''>Copy review prompt</button><a class='suggest' target='_blank' rel='noopener'>Suggest an improvement</a></div><noscript><p>Figure links (JavaScript is disabled):</p><ul><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/dynesty_static/corner_anesthetic.png'>dynesty_static/corner_anesthetic.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/dynesty_static/corner_cornerpy.png'>dynesty_static/corner_cornerpy.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/emcee/corner_anesthetic.png'>emcee/corner_anesthetic.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/emcee/corner_cornerpy.png'>emcee/corner_cornerpy.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/lbfgs/log_likelihood_vs_iteration.png'>lbfgs/log_likelihood_vs_iteration.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/lbfgs/log_likelihood_vs_iteration_last_50_percent.png'>lbfgs/log_likelihood_vs_iteration_last_50_percent.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/lbfgs/log_likelihood_vs_iteration_log_y.png'>lbfgs/log_likelihood_vs_iteration_log_y.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/lbfgs/subplot_parameters.png'>lbfgs/subplot_parameters.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/lbfgs/subplot_parameters_last_50_percent.png'>lbfgs/subplot_parameters_last_50_percent.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/lbfgs/subplot_parameters_log_y.png'>lbfgs/subplot_parameters_log_y.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/multistart_adam/figure_of_merit_vs_iteration.png'>multistart_adam/figure_of_merit_vs_iteration.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/nautilus/corner_anesthetic.png'>nautilus/corner_anesthetic.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/nautilus/corner_cornerpy.png'>nautilus/corner_cornerpy.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/zeus/corner_anesthetic.png'>zeus/corner_anesthetic.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/zeus/corner_cornerpy.png'>zeus/corner_cornerpy.png</a></li></ul></noscript></div></details><details class='dataset'><summary>visualizer</summary><div class='figure-browser'><label for='figure-2-3'>Figure</label><select id='figure-2-3'><option value=''>Choose a figure…</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/visualizer/images/visualization/data.png' data-review='Use the eyes skill. review fit scripts/visualizer/images/visualization/data.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20visualizer%2Fdata.png&amp;body=Figure%3A%20%60scripts%2Fvisualizer%2Fimages%2Fvisualization%2Fdata.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fvisualizer%2Fimages%2Fvisualization%2Fdata.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fvisualizer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fvisualizer%2Fimages%2Fvisualization%2Fdata.png%20--%3E&amp;labels=eyes-critique'>data.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/visualizer/images/visualization/model.png' data-review='Use the eyes skill. review fit scripts/visualizer/images/visualization/model.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20visualizer%2Fmodel.png&amp;body=Figure%3A%20%60scripts%2Fvisualizer%2Fimages%2Fvisualization%2Fmodel.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fvisualizer%2Fimages%2Fvisualization%2Fmodel.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fvisualizer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fvisualizer%2Fimages%2Fvisualization%2Fmodel.png%20--%3E&amp;labels=eyes-critique'>model.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/visualizer/images/visualization/model_fit.png' data-review='Use the eyes skill. review fit scripts/visualizer/images/visualization/model_fit.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20visualizer%2Fmodel_fit.png&amp;body=Figure%3A%20%60scripts%2Fvisualizer%2Fimages%2Fvisualization%2Fmodel_fit.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fvisualizer%2Fimages%2Fvisualization%2Fmodel_fit.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fvisualizer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fvisualizer%2Fimages%2Fvisualization%2Fmodel_fit.png%20--%3E&amp;labels=eyes-critique'>model_fit.png</option></select><p role='status' aria-live='polite'>Choose a figure to view.</p><button class='figure-retry' type='button' hidden>Retry loading</button><button class='figure-image' type='button' aria-label='Enlarge figure' hidden><img alt=''></button><div class='figure-actions' hidden><button type='button' data-copy=''>Copy review prompt</button><a class='suggest' target='_blank' rel='noopener'>Suggest an improvement</a></div><noscript><p>Figure links (JavaScript is disabled):</p><ul><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/visualizer/images/visualization/data.png'>data.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/visualizer/images/visualization/model.png'>model.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/visualizer/images/visualization/model_fit.png'>model_fit.png</a></li></ul></noscript></div></details></div></details><details class="board-section"><summary><h2 id='cti'>PyAutoCTI</h2><span class="section-badge">135</span></summary><div class="board-section-body"><details><summary>Open critiques (1)</summary><ul><li><a href='https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/bug/autocti_visualization/render_yml_blocked_until_pyautocti_release.md'>autocti_visualization render.yml fails on the released stack until PyAutoCTI releases</a></li></ul></details><details class='dataset'><summary>dataset_1d</summary><div class='figure-browser'><label for='figure-3-0'>Figure</label><select id='figure-3-0'><option value=''>Choose a figure…</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/dataset/subplot_data_list.png' data-review='Use the eyes skill. review cti scripts/dataset_1d/images/visualization/dataset/subplot_data_list.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fdataset%2Fsubplot_data_list.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdataset%2Fsubplot_data_list.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdataset%2Fsubplot_data_list.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdataset%2Fsubplot_data_list.png%20--%3E&amp;labels=eyes-critique'>dataset/subplot_data_list.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/dataset/subplot_data_list_eper.png' data-review='Use the eyes skill. review cti scripts/dataset_1d/images/visualization/dataset/subplot_data_list_eper.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fdataset%2Fsubplot_data_list_eper.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdataset%2Fsubplot_data_list_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdataset%2Fsubplot_data_list_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdataset%2Fsubplot_data_list_eper.png%20--%3E&amp;labels=eyes-critique'>dataset/subplot_data_list_eper.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/dataset/subplot_data_list_fpr.png' data-review='Use the eyes skill. review cti scripts/dataset_1d/images/visualization/dataset/subplot_data_list_fpr.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fdataset%2Fsubplot_data_list_fpr.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdataset%2Fsubplot_data_list_fpr.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdataset%2Fsubplot_data_list_fpr.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdataset%2Fsubplot_data_list_fpr.png%20--%3E&amp;labels=eyes-critique'>dataset/subplot_data_list_fpr.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/dataset/subplot_data_logy_list_eper.png' data-review='Use the eyes skill. review cti scripts/dataset_1d/images/visualization/dataset/subplot_data_logy_list_eper.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fdataset%2Fsubplot_data_logy_list_eper.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdataset%2Fsubplot_data_logy_list_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdataset%2Fsubplot_data_logy_list_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdataset%2Fsubplot_data_logy_list_eper.png%20--%3E&amp;labels=eyes-critique'>dataset/subplot_data_logy_list_eper.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/dataset/subplot_data_logy_list_fpr.png' data-review='Use the eyes skill. review cti scripts/dataset_1d/images/visualization/dataset/subplot_data_logy_list_fpr.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fdataset%2Fsubplot_data_logy_list_fpr.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdataset%2Fsubplot_data_logy_list_fpr.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdataset%2Fsubplot_data_logy_list_fpr.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdataset%2Fsubplot_data_logy_list_fpr.png%20--%3E&amp;labels=eyes-critique'>dataset/subplot_data_logy_list_fpr.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/direct/chi_squared_map.png' data-review='Use the eyes skill. review cti scripts/dataset_1d/images/visualization/direct/chi_squared_map.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fdirect%2Fchi_squared_map.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fchi_squared_map.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fchi_squared_map.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fchi_squared_map.png%20--%3E&amp;labels=eyes-critique'>direct/chi_squared_map.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/direct/noise_map.png' data-review='Use the eyes skill. review cti scripts/dataset_1d/images/visualization/direct/noise_map.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fdirect%2Fnoise_map.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fnoise_map.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fnoise_map.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fnoise_map.png%20--%3E&amp;labels=eyes-critique'>direct/noise_map.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/direct/normalized_residual_map.png' data-review='Use the eyes skill. review cti scripts/dataset_1d/images/visualization/direct/normalized_residual_map.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fdirect%2Fnormalized_residual_map.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fnormalized_residual_map.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fnormalized_residual_map.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fnormalized_residual_map.png%20--%3E&amp;labels=eyes-critique'>direct/normalized_residual_map.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/direct/post_cti_data.png' data-review='Use the eyes skill. review cti scripts/dataset_1d/images/visualization/direct/post_cti_data.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fdirect%2Fpost_cti_data.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fpost_cti_data.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fpost_cti_data.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fpost_cti_data.png%20--%3E&amp;labels=eyes-critique'>direct/post_cti_data.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/direct/pre_cti_data.png' data-review='Use the eyes skill. review cti scripts/dataset_1d/images/visualization/direct/pre_cti_data.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fdirect%2Fpre_cti_data.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fpre_cti_data.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fpre_cti_data.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fpre_cti_data.png%20--%3E&amp;labels=eyes-critique'>direct/pre_cti_data.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/direct/signal_to_noise_map.png' data-review='Use the eyes skill. review cti scripts/dataset_1d/images/visualization/direct/signal_to_noise_map.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fdirect%2Fsignal_to_noise_map.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fsignal_to_noise_map.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fsignal_to_noise_map.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fsignal_to_noise_map.png%20--%3E&amp;labels=eyes-critique'>direct/signal_to_noise_map.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/fit_dataset_combined/subplot_chi_squared_map_list.png' data-review='Use the eyes skill. review cti scripts/dataset_1d/images/visualization/fit_dataset_combined/subplot_chi_squared_map_list.png' 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fnorm_5000%2Fdataset%2Fdata_eper.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Fdataset%2Fdata_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Fdataset%2Fdata_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Fdataset%2Fdata_eper.png%20--%3E&amp;labels=eyes-critique'>norm_5000/dataset/data_eper.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/dataset/data_fpr.png' data-review='Use the eyes skill. review cti scripts/dataset_1d/images/visualization/norm_5000/dataset/data_fpr.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fnorm_5000%2Fdataset%2Fdata_fpr.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Fdataset%2Fdata_fpr.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Fdataset%2Fdata_fpr.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Fdataset%2Fdata_fpr.png%20--%3E&amp;labels=eyes-critique'>norm_5000/dataset/data_fpr.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/dataset/data_logy.png' data-review='Use the eyes skill. review cti scripts/dataset_1d/images/visualization/norm_5000/dataset/data_logy.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fnorm_5000%2Fdataset%2Fdata_logy.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Fdataset%2Fdata_logy.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Fdataset%2Fdata_logy.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Fdataset%2Fdata_logy.png%20--%3E&amp;labels=eyes-critique'>norm_5000/dataset/data_logy.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/dataset/data_logy_eper.png' data-review='Use the eyes skill. review cti scripts/dataset_1d/images/visualization/norm_5000/dataset/data_logy_eper.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fnorm_5000%2Fdataset%2Fdata_logy_eper.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Fdataset%2Fdata_logy_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Fdataset%2Fdata_logy_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Fdataset%2Fdata_logy_eper.png%20--%3E&amp;labels=eyes-critique'>norm_5000/dataset/data_logy_eper.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/dataset/data_logy_fpr.png' data-review='Use the eyes skill. review cti scripts/dataset_1d/images/visualization/norm_5000/dataset/data_logy_fpr.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fnorm_5000%2Fdataset%2Fdata_logy_fpr.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Fdataset%2Fdata_logy_fpr.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Fdataset%2Fdata_logy_fpr.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Fdataset%2Fdata_logy_fpr.png%20--%3E&amp;labels=eyes-critique'>norm_5000/dataset/data_logy_fpr.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/dataset/subplot_dataset.png' data-review='Use the eyes skill. review cti scripts/dataset_1d/images/visualization/norm_5000/dataset/subplot_dataset.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fnorm_5000%2Fdataset%2Fsubplot_dataset.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Fdataset%2Fsubplot_dataset.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Fdataset%2Fsubplot_dataset.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Fdataset%2Fsubplot_dataset.png%20--%3E&amp;labels=eyes-critique'>norm_5000/dataset/subplot_dataset.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/dataset/subplot_dataset_eper.png' data-review='Use the eyes skill. review cti scripts/dataset_1d/images/visualization/norm_5000/dataset/subplot_dataset_eper.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fnorm_5000%2Fdataset%2Fsubplot_dataset_eper.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Fdataset%2Fsubplot_dataset_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Fdataset%2Fsubplot_dataset_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Fdataset%2Fsubplot_dataset_eper.png%20--%3E&amp;labels=eyes-critique'>norm_5000/dataset/subplot_dataset_eper.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/dataset/subplot_dataset_fpr.png' data-review='Use the eyes skill. review cti scripts/dataset_1d/images/visualization/norm_5000/dataset/subplot_dataset_fpr.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fnorm_5000%2Fdataset%2Fsubplot_dataset_fpr.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Fdataset%2Fsubplot_dataset_fpr.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Fdataset%2Fsubplot_dataset_fpr.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Fdataset%2Fsubplot_dataset_fpr.png%20--%3E&amp;labels=eyes-critique'>norm_5000/dataset/subplot_dataset_fpr.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/fit_dataset/data.png' data-review='Use the eyes skill. review cti scripts/dataset_1d/images/visualization/norm_5000/fit_dataset/data.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fnorm_5000%2Ffit_dataset%2Fdata.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fdata.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fdata.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fdata.png%20--%3E&amp;labels=eyes-critique'>norm_5000/fit_dataset/data.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fnorm_5000%2Ffit_dataset%2Fdata_eper.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fdata_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fdata_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fdata_eper.png%20--%3E&amp;labels=eyes-critique'>norm_5000/fit_dataset/data_eper.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/fit_dataset/data_fpr.png' data-review='Use the eyes skill. review cti scripts/dataset_1d/images/visualization/norm_5000/fit_dataset/data_fpr.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fnorm_5000%2Ffit_dataset%2Fdata_fpr.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fdata_fpr.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fdata_fpr.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fdata_fpr.png%20--%3E&amp;labels=eyes-critique'>norm_5000/fit_dataset/data_fpr.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_logy.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_logy.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_logy.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_logy.png%20--%3E&amp;labels=eyes-critique'>norm_5000/fit_dataset/residual_map_logy.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fnorm_5000%2Ffit_dataset%2Fsubplot_fit_eper.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fsubplot_fit_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fsubplot_fit_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fsubplot_fit_eper.png%20--%3E&amp;labels=eyes-critique'>norm_5000/fit_dataset/subplot_fit_eper.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fnorm_5000%2Ffit_dataset%2Fsubplot_fit_fpr.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fsubplot_fit_fpr.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fsubplot_fit_fpr.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fsubplot_fit_fpr.png%20--%3E&amp;labels=eyes-critique'>norm_5000/fit_dataset/subplot_fit_fpr.png</option></select><p 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href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/fit_dataset_combined/subplot_residual_map_list_eper.png'>fit_dataset_combined/subplot_residual_map_list_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/fit_dataset_combined/subplot_residual_map_list_fpr.png'>fit_dataset_combined/subplot_residual_map_list_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/dataset/data.png'>norm_5000/dataset/data.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/dataset/data_eper.png'>norm_5000/dataset/data_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/dataset/data_fpr.png'>norm_5000/dataset/data_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/dataset/data_logy.png'>norm_5000/dataset/data_logy.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/dataset/data_logy_eper.png'>norm_5000/dataset/data_logy_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/dataset/data_logy_fpr.png'>norm_5000/dataset/data_logy_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/dataset/subplot_dataset.png'>norm_5000/dataset/subplot_dataset.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/dataset/subplot_dataset_eper.png'>norm_5000/dataset/subplot_dataset_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/dataset/subplot_dataset_fpr.png'>norm_5000/dataset/subplot_dataset_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/fit_dataset/data.png'>norm_5000/fit_dataset/data.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/fit_dataset/data_eper.png'>norm_5000/fit_dataset/data_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/fit_dataset/data_fpr.png'>norm_5000/fit_dataset/data_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/fit_dataset/data_logy.png'>norm_5000/fit_dataset/data_logy.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/fit_dataset/data_logy_eper.png'>norm_5000/fit_dataset/data_logy_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/fit_dataset/data_logy_fpr.png'>norm_5000/fit_dataset/data_logy_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/fit_dataset/residual_map.png'>norm_5000/fit_dataset/residual_map.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/fit_dataset/residual_map_logy.png'>norm_5000/fit_dataset/residual_map_logy.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/fit_dataset/subplot_fit.png'>norm_5000/fit_dataset/subplot_fit.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/fit_dataset/subplot_fit_eper.png'>norm_5000/fit_dataset/subplot_fit_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/fit_dataset/subplot_fit_fpr.png'>norm_5000/fit_dataset/subplot_fit_fpr.png</a></li></ul></noscript></div></details><details class='dataset'><summary>imaging_ci</summary><div class='figure-browser'><label for='figure-3-1'>Figure</label><select id='figure-3-1'><option value=''>Choose a figure…</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/direct/chi_squared_map_parallel_eper.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/direct/chi_squared_map_parallel_eper.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fdirect%2Fchi_squared_map_parallel_eper.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fchi_squared_map_parallel_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fchi_squared_map_parallel_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fchi_squared_map_parallel_eper.png%20--%3E&amp;labels=eyes-critique'>direct/chi_squared_map_parallel_eper.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/direct/noise_map_parallel_eper.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/direct/noise_map_parallel_eper.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fdirect%2Fnoise_map_parallel_eper.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fnoise_map_parallel_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fnoise_map_parallel_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fnoise_map_parallel_eper.png%20--%3E&amp;labels=eyes-critique'>direct/noise_map_parallel_eper.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/direct/normalized_residual_map_parallel_eper.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/direct/normalized_residual_map_parallel_eper.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fdirect%2Fnormalized_residual_map_parallel_eper.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fnormalized_residual_map_parallel_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fnormalized_residual_map_parallel_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fnormalized_residual_map_parallel_eper.png%20--%3E&amp;labels=eyes-critique'>direct/normalized_residual_map_parallel_eper.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/direct/post_cti_data_parallel_eper.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/direct/post_cti_data_parallel_eper.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fdirect%2Fpost_cti_data_parallel_eper.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fpost_cti_data_parallel_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fpost_cti_data_parallel_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fpost_cti_data_parallel_eper.png%20--%3E&amp;labels=eyes-critique'>direct/post_cti_data_parallel_eper.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/direct/pre_cti_data_parallel_eper.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/direct/pre_cti_data_parallel_eper.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fdirect%2Fpre_cti_data_parallel_eper.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fpre_cti_data_parallel_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fpre_cti_data_parallel_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fpre_cti_data_parallel_eper.png%20--%3E&amp;labels=eyes-critique'>direct/pre_cti_data_parallel_eper.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/direct/pre_cti_data_residual_map.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/direct/pre_cti_data_residual_map.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fdirect%2Fpre_cti_data_residual_map.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fpre_cti_data_residual_map.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fpre_cti_data_residual_map.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fpre_cti_data_residual_map.png%20--%3E&amp;labels=eyes-critique'>direct/pre_cti_data_residual_map.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/direct/signal_to_noise_map_parallel_eper.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/direct/signal_to_noise_map_parallel_eper.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fdirect%2Fsignal_to_noise_map_parallel_eper.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fsignal_to_noise_map_parallel_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fsignal_to_noise_map_parallel_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fsignal_to_noise_map_parallel_eper.png%20--%3E&amp;labels=eyes-critique'>direct/signal_to_noise_map_parallel_eper.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/direct/subplot_noise_scaling_map_dict.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/direct/subplot_noise_scaling_map_dict.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fdirect%2Fsubplot_noise_scaling_map_dict.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fsubplot_noise_scaling_map_dict.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fsubplot_noise_scaling_map_dict.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fsubplot_noise_scaling_map_dict.png%20--%3E&amp;labels=eyes-critique'>direct/subplot_noise_scaling_map_dict.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel/norm_5000/dataset/data_fpr_non_uniformity.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/parallel/norm_5000/dataset/data_fpr_non_uniformity.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel%2Fnorm_5000%2Fdataset%2Fdata_fpr_non_uniformity.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel%2Fnorm_5000%2Fdataset%2Fdata_fpr_non_uniformity.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel%2Fnorm_5000%2Fdataset%2Fdata_fpr_non_uniformity.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel%2Fnorm_5000%2Fdataset%2Fdata_fpr_non_uniformity.png%20--%3E&amp;labels=eyes-critique'>parallel/norm_5000/dataset/data_fpr_non_uniformity.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel/norm_5000/dataset/data_logy_fpr_non_uniformity.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/parallel/norm_5000/dataset/data_logy_fpr_non_uniformity.png' 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fdata_logy_serial_eper.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fdata_logy_serial_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fdata_logy_serial_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fdata_logy_serial_eper.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/dataset/data_logy_serial_eper.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/data_logy_serial_fpr.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/data_logy_serial_fpr.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fdata_logy_serial_fpr.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fdata_logy_serial_fpr.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fdata_logy_serial_fpr.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fdata_logy_serial_fpr.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/dataset/data_logy_serial_fpr.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/data_parallel_eper.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/data_parallel_eper.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fdata_parallel_eper.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fdata_parallel_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fdata_parallel_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fdata_parallel_eper.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/dataset/data_parallel_eper.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/data_parallel_fpr.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/data_parallel_fpr.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fdata_parallel_fpr.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fdata_parallel_fpr.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fdata_parallel_fpr.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fdata_parallel_fpr.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/dataset/data_parallel_fpr.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/data_serial_eper.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/data_serial_eper.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fdata_serial_eper.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fdata_serial_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fdata_serial_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fdata_serial_eper.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/dataset/data_serial_eper.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fdata_serial_fpr.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fdata_serial_fpr.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fdata_serial_fpr.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fdata_serial_fpr.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/dataset/data_serial_fpr.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_fpr_non_uniformity.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_fpr_non_uniformity.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_fpr_non_uniformity.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_fpr_non_uniformity.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/dataset/subplot_1d_ci_fpr_non_uniformity.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_parallel_eper.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_parallel_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_parallel_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_parallel_eper.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/dataset/subplot_1d_ci_parallel_eper.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_parallel_fpr.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_parallel_fpr.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_parallel_fpr.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_parallel_fpr.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/dataset/subplot_1d_ci_parallel_fpr.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_serial_eper.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_serial_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_serial_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_serial_eper.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/dataset/subplot_1d_ci_serial_eper.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fdata_logy_serial_fpr.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fdata_logy_serial_fpr.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fdata_logy_serial_fpr.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fdata_logy_serial_fpr.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/fit_dataset/data_logy_serial_fpr.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fdata_serial_fpr.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fdata_serial_fpr.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fdata_serial_fpr.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fdata_serial_fpr.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/fit_dataset/data_serial_fpr.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_logy_parallel_eper.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_logy_parallel_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_logy_parallel_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_logy_parallel_eper.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/fit_dataset/residual_map_logy_parallel_eper.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_logy_parallel_fpr.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_logy_parallel_fpr.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_logy_parallel_fpr.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_logy_parallel_fpr.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/fit_dataset/residual_map_logy_parallel_fpr.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_logy_serial_eper.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_logy_serial_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_logy_serial_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_logy_serial_eper.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/fit_dataset/residual_map_logy_serial_eper.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_logy_serial_fpr.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_logy_serial_fpr.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_logy_serial_fpr.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_logy_serial_fpr.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/fit_dataset/residual_map_logy_serial_fpr.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/residual_map_parallel_eper.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/residual_map_parallel_eper.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_parallel_eper.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_parallel_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_parallel_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_parallel_eper.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/fit_dataset/residual_map_parallel_eper.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_parallel_fpr.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_parallel_fpr.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_parallel_fpr.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_parallel_fpr.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/fit_dataset/residual_map_parallel_fpr.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_serial_fpr.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_serial_fpr.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_serial_fpr.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_serial_fpr.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/fit_dataset/residual_map_serial_fpr.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fsubplot_fit.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fsubplot_fit.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fsubplot_fit.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fsubplot_fit.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/fit_dataset/subplot_fit.png</option></select><p 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href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel/norm_5000/dataset/subplot_dataset.png'>parallel/norm_5000/dataset/subplot_dataset.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel/norm_5000/fit_dataset/data_logy_parallel_eper.png'>parallel/norm_5000/fit_dataset/data_logy_parallel_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel/norm_5000/fit_dataset/data_logy_parallel_fpr.png'>parallel/norm_5000/fit_dataset/data_logy_parallel_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel/norm_5000/fit_dataset/data_parallel_eper.png'>parallel/norm_5000/fit_dataset/data_parallel_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel/norm_5000/fit_dataset/data_parallel_fpr.png'>parallel/norm_5000/fit_dataset/data_parallel_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel/norm_5000/fit_dataset/residual_map_logy_parallel_eper.png'>parallel/norm_5000/fit_dataset/residual_map_logy_parallel_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel/norm_5000/fit_dataset/residual_map_logy_parallel_fpr.png'>parallel/norm_5000/fit_dataset/residual_map_logy_parallel_fpr.png</a></li><li><a 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href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel/norm_5000/fit_dataset/subplot_1d_fit_ci_parallel_fpr.png'>parallel/norm_5000/fit_dataset/subplot_1d_fit_ci_parallel_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel/norm_5000/fit_dataset/subplot_fit.png'>parallel/norm_5000/fit_dataset/subplot_fit.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/dataset_combined/subplot_data_list_fpr_non_uniformity.png'>parallel_serial/dataset_combined/subplot_data_list_fpr_non_uniformity.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/dataset_combined/subplot_data_list_parallel_eper.png'>parallel_serial/dataset_combined/subplot_data_list_parallel_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/dataset_combined/subplot_data_list_parallel_fpr.png'>parallel_serial/dataset_combined/subplot_data_list_parallel_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/dataset_combined/subplot_data_list_serial_eper.png'>parallel_serial/dataset_combined/subplot_data_list_serial_eper.png</a></li><li><a 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href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/dataset_combined/subplot_data_logy_list_parallel_fpr.png'>parallel_serial/dataset_combined/subplot_data_logy_list_parallel_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/dataset_combined/subplot_data_logy_list_serial_eper.png'>parallel_serial/dataset_combined/subplot_data_logy_list_serial_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/dataset_combined/subplot_data_logy_list_serial_fpr.png'>parallel_serial/dataset_combined/subplot_data_logy_list_serial_fpr.png</a></li><li><a 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href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/fit_dataset_combined/subplot_data_list_parallel_fpr.png'>parallel_serial/fit_dataset_combined/subplot_data_list_parallel_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/fit_dataset_combined/subplot_data_list_serial_eper.png'>parallel_serial/fit_dataset_combined/subplot_data_list_serial_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/fit_dataset_combined/subplot_data_list_serial_fpr.png'>parallel_serial/fit_dataset_combined/subplot_data_list_serial_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/fit_dataset_combined/subplot_data_logy_list_parallel_eper.png'>parallel_serial/fit_dataset_combined/subplot_data_logy_list_parallel_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/fit_dataset_combined/subplot_data_logy_list_parallel_fpr.png'>parallel_serial/fit_dataset_combined/subplot_data_logy_list_parallel_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/fit_dataset_combined/subplot_data_logy_list_serial_eper.png'>parallel_serial/fit_dataset_combined/subplot_data_logy_list_serial_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/fit_dataset_combined/subplot_data_logy_list_serial_fpr.png'>parallel_serial/fit_dataset_combined/subplot_data_logy_list_serial_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/fit_dataset_combined/subplot_normalized_residual_map_list.png'>parallel_serial/fit_dataset_combined/subplot_normalized_residual_map_list.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/fit_dataset_combined/subplot_residual_map_list.png'>parallel_serial/fit_dataset_combined/subplot_residual_map_list.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/fit_dataset_combined/subplot_residual_map_list_parallel_eper.png'>parallel_serial/fit_dataset_combined/subplot_residual_map_list_parallel_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/fit_dataset_combined/subplot_residual_map_list_parallel_fpr.png'>parallel_serial/fit_dataset_combined/subplot_residual_map_list_parallel_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/fit_dataset_combined/subplot_residual_map_list_serial_eper.png'>parallel_serial/fit_dataset_combined/subplot_residual_map_list_serial_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/fit_dataset_combined/subplot_residual_map_list_serial_fpr.png'>parallel_serial/fit_dataset_combined/subplot_residual_map_list_serial_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/data_fpr_non_uniformity.png'>parallel_serial/norm_5000/dataset/data_fpr_non_uniformity.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/data_logy_fpr_non_uniformity.png'>parallel_serial/norm_5000/dataset/data_logy_fpr_non_uniformity.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/data_logy_parallel_eper.png'>parallel_serial/norm_5000/dataset/data_logy_parallel_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/data_logy_parallel_fpr.png'>parallel_serial/norm_5000/dataset/data_logy_parallel_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/data_logy_serial_eper.png'>parallel_serial/norm_5000/dataset/data_logy_serial_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/data_logy_serial_fpr.png'>parallel_serial/norm_5000/dataset/data_logy_serial_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/data_parallel_eper.png'>parallel_serial/norm_5000/dataset/data_parallel_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/data_parallel_fpr.png'>parallel_serial/norm_5000/dataset/data_parallel_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/data_serial_eper.png'>parallel_serial/norm_5000/dataset/data_serial_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/data_serial_fpr.png'>parallel_serial/norm_5000/dataset/data_serial_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/subplot_1d_ci_fpr_non_uniformity.png'>parallel_serial/norm_5000/dataset/subplot_1d_ci_fpr_non_uniformity.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/subplot_1d_ci_parallel_eper.png'>parallel_serial/norm_5000/dataset/subplot_1d_ci_parallel_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/subplot_1d_ci_parallel_fpr.png'>parallel_serial/norm_5000/dataset/subplot_1d_ci_parallel_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/subplot_1d_ci_serial_eper.png'>parallel_serial/norm_5000/dataset/subplot_1d_ci_serial_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/subplot_1d_ci_serial_fpr.png'>parallel_serial/norm_5000/dataset/subplot_1d_ci_serial_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/subplot_data_binned.png'>parallel_serial/norm_5000/dataset/subplot_data_binned.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/subplot_dataset.png'>parallel_serial/norm_5000/dataset/subplot_dataset.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/data_logy_parallel_eper.png'>parallel_serial/norm_5000/fit_dataset/data_logy_parallel_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/data_logy_parallel_fpr.png'>parallel_serial/norm_5000/fit_dataset/data_logy_parallel_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/data_logy_serial_eper.png'>parallel_serial/norm_5000/fit_dataset/data_logy_serial_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/data_logy_serial_fpr.png'>parallel_serial/norm_5000/fit_dataset/data_logy_serial_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/data_parallel_eper.png'>parallel_serial/norm_5000/fit_dataset/data_parallel_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/data_parallel_fpr.png'>parallel_serial/norm_5000/fit_dataset/data_parallel_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/data_serial_eper.png'>parallel_serial/norm_5000/fit_dataset/data_serial_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/data_serial_fpr.png'>parallel_serial/norm_5000/fit_dataset/data_serial_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/residual_map_logy_parallel_eper.png'>parallel_serial/norm_5000/fit_dataset/residual_map_logy_parallel_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/residual_map_logy_parallel_fpr.png'>parallel_serial/norm_5000/fit_dataset/residual_map_logy_parallel_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/residual_map_logy_serial_eper.png'>parallel_serial/norm_5000/fit_dataset/residual_map_logy_serial_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/residual_map_logy_serial_fpr.png'>parallel_serial/norm_5000/fit_dataset/residual_map_logy_serial_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/residual_map_parallel_eper.png'>parallel_serial/norm_5000/fit_dataset/residual_map_parallel_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/residual_map_parallel_fpr.png'>parallel_serial/norm_5000/fit_dataset/residual_map_parallel_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/residual_map_serial_eper.png'>parallel_serial/norm_5000/fit_dataset/residual_map_serial_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/residual_map_serial_fpr.png'>parallel_serial/norm_5000/fit_dataset/residual_map_serial_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/subplot_1d_fit_ci_parallel_eper.png'>parallel_serial/norm_5000/fit_dataset/subplot_1d_fit_ci_parallel_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/subplot_1d_fit_ci_parallel_fpr.png'>parallel_serial/norm_5000/fit_dataset/subplot_1d_fit_ci_parallel_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/subplot_1d_fit_ci_serial_eper.png'>parallel_serial/norm_5000/fit_dataset/subplot_1d_fit_ci_serial_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/subplot_1d_fit_ci_serial_fpr.png'>parallel_serial/norm_5000/fit_dataset/subplot_1d_fit_ci_serial_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/subplot_fit.png'>parallel_serial/norm_5000/fit_dataset/subplot_fit.png</a></li></ul></noscript></div></details></div></details></main><dialog class='figure-dialog' aria-labelledby='enlarged-title'><header><h2 id='enlarged-title'>Figure</h2><button type='button' autofocus>Close</button></header><img alt=''></dialog><script>const MAX_PROMPT_CHARS = 50000;
+<nav class="board-nav" aria-label="Board sections"><a class="board-nav-card" href="#overview"><span class="board-nav-count">4</span><span class="board-nav-label">Projects</span></a><a class="board-nav-card" href="#lens"><span class="board-nav-count">40</span><span class="board-nav-label">PyAutoLens</span><span class="board-nav-context">Figures</span></a><a class="board-nav-card" href="#galaxy"><span class="board-nav-count">41</span><span class="board-nav-label">PyAutoGalaxy</span><span class="board-nav-context">Figures</span></a><a class="board-nav-card" href="#fit"><span class="board-nav-count">49</span><span class="board-nav-label">PyAutoFit</span><span class="board-nav-context">Figures</span></a><a class="board-nav-card" href="#cti"><span class="board-nav-count">135</span><span class="board-nav-label">PyAutoCTI</span><span class="board-nav-context">Figures</span></a></nav><main><details class="board-section"><summary><h2 id='overview'>Projects</h2><span class="section-badge">4</span></summary><div class="board-section-body"><div class='tablewrap' role='region' aria-label='Project overview' tabindex='0'><table><thead><tr><th>Library</th><th>Figures</th><th>Rendered with</th><th>Freshness</th></tr></thead><tbody><tr><td><a href='#lens'>PyAutoLens</a></td><td>40</td><td><code>2026.8.17.1</code></td><td class='warn'>Behind</td></tr><tr><td><a href='#galaxy'>PyAutoGalaxy</a></td><td>41</td><td><code>2026.9.27.2</code></td><td class='warn'>Behind</td></tr><tr><td><a href='#fit'>PyAutoFit</a></td><td>49</td><td><code>2026.9.27.2</code></td><td class='warn'>Behind</td></tr><tr><td><a href='#cti'>PyAutoCTI</a></td><td>135</td><td><code>2024.11.13.2</code></td><td class='ok'>Current</td></tr></tbody></table></div></div></details><details class="board-section"><summary><h2 id='lens'>PyAutoLens</h2><span class="section-badge">40</span></summary><div class="board-section-body"><details><summary>Open critiques (3)</summary><ul><li><a href='https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/feature/pyautoeyes/group_cluster_gallery.md'>autolens_visualization: group and cluster galleries (point-source + extended)</a></li><li><a href='https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/feature/pyautoeyes/multi_galaxy_gallery.md'>autolens_visualization: multi-galaxy gallery — producer and dataset</a></li><li><a href='https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/feature/pyautohands/release_fires_visualization_dispatch.md'>Hands release.yml fires the visualization re-render dispatches</a></li></ul></details><details class='dataset'><summary>imaging</summary><div class='figure-browser'><label for='figure-0-0'>Figure</label><select id='figure-0-0'><option value=''>Choose a figure…</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/adapt_images.png' data-review='Use the eyes skill. review lens 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value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/parametric/fit_of_plane_1.png' data-review='Use the eyes skill. review lens scripts/imaging/images/visualization/parametric/fit_of_plane_1.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20imaging%2Fparametric%2Ffit_of_plane_1.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Ffit_of_plane_1.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Ffit_of_plane_1.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Ffit_of_plane_1.png%20--%3E&amp;labels=eyes-critique'>parametric/fit_of_plane_1.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/parametric/galaxies.png' data-review='Use the eyes skill. review lens scripts/imaging/images/visualization/parametric/galaxies.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20imaging%2Fparametric%2Fgalaxies.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fgalaxies.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fgalaxies.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fgalaxies.png%20--%3E&amp;labels=eyes-critique'>parametric/galaxies.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/parametric/galaxies_images.png' data-review='Use the eyes skill. review lens scripts/imaging/images/visualization/parametric/galaxies_images.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20imaging%2Fparametric%2Fgalaxies_images.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fgalaxies_images.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fgalaxies_images.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fgalaxies_images.png%20--%3E&amp;labels=eyes-critique'>parametric/galaxies_images.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/parametric/galaxy_images.png' data-review='Use the eyes skill. review lens scripts/imaging/images/visualization/parametric/galaxy_images.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20imaging%2Fparametric%2Fgalaxy_images.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fgalaxy_images.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fgalaxy_images.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fgalaxy_images.png%20--%3E&amp;labels=eyes-critique'>parametric/galaxy_images.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/parametric/mappings_1.png' data-review='Use the eyes skill. review lens scripts/imaging/images/visualization/parametric/mappings_1.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20imaging%2Fparametric%2Fmappings_1.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fmappings_1.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fmappings_1.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fmappings_1.png%20--%3E&amp;labels=eyes-critique'>parametric/mappings_1.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/parametric/tracer.png' data-review='Use the eyes skill. review lens scripts/imaging/images/visualization/parametric/tracer.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20imaging%2Fparametric%2Ftracer.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Ftracer.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Ftracer.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Ftracer.png%20--%3E&amp;labels=eyes-critique'>parametric/tracer.png</option></select><p role='status' aria-live='polite'>Choose a figure to view.</p><button class='figure-retry' type='button' hidden>Retry loading</button><button class='figure-image' type='button' aria-label='Enlarge figure' hidden><img alt=''></button><div class='figure-actions' hidden><button type='button' data-copy=''>Copy review prompt</button><a class='suggest' target='_blank' rel='noopener'>Suggest an improvement</a></div><noscript><p>Figure links (JavaScript is disabled):</p><ul><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/adapt_images.png'>adapt_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/dataset.png'>dataset.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/delaunay/fit.png'>delaunay/fit.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/delaunay/fit_log10.png'>delaunay/fit_log10.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/delaunay/fit_of_plane_0.png'>delaunay/fit_of_plane_0.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/delaunay/fit_of_plane_1.png'>delaunay/fit_of_plane_1.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/delaunay/galaxies.png'>delaunay/galaxies.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/delaunay/galaxies_images.png'>delaunay/galaxies_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/delaunay/galaxy_images.png'>delaunay/galaxy_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/delaunay/inversion_0_0.png'>delaunay/inversion_0_0.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/delaunay/mappings_1.png'>delaunay/mappings_1.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/delaunay/tracer.png'>delaunay/tracer.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/image_with_positions.png'>image_with_positions.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/parametric/fit.png'>parametric/fit.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/parametric/fit_log10.png'>parametric/fit_log10.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/parametric/fit_of_plane_0.png'>parametric/fit_of_plane_0.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/parametric/fit_of_plane_1.png'>parametric/fit_of_plane_1.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/parametric/galaxies.png'>parametric/galaxies.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/parametric/galaxies_images.png'>parametric/galaxies_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/parametric/galaxy_images.png'>parametric/galaxy_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/parametric/mappings_1.png'>parametric/mappings_1.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/imaging/images/visualization/parametric/tracer.png'>parametric/tracer.png</a></li></ul></noscript></div></details><details class='dataset'><summary>interferometer</summary><div class='figure-browser'><label for='figure-0-1'>Figure</label><select id='figure-0-1'><option value=''>Choose a figure…</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/adapt_images.png' data-review='Use the eyes skill. review lens scripts/interferometer/images/visualization/adapt_images.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20interferometer%2Fadapt_images.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fadapt_images.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fadapt_images.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fadapt_images.png%20--%3E&amp;labels=eyes-critique'>adapt_images.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/dataset.png' data-review='Use the eyes skill. review lens scripts/interferometer/images/visualization/dataset.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20interferometer%2Fdataset.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdataset.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fdataset.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdataset.png%20--%3E&amp;labels=eyes-critique'>dataset.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/delaunay/fit.png' data-review='Use the eyes skill. review lens scripts/interferometer/images/visualization/delaunay/fit.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20interferometer%2Fdelaunay%2Ffit.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit.png%20--%3E&amp;labels=eyes-critique'>delaunay/fit.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/delaunay/fit_dirty_images.png' data-review='Use the eyes skill. review lens scripts/interferometer/images/visualization/delaunay/fit_dirty_images.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20interferometer%2Fdelaunay%2Ffit_dirty_images.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit_dirty_images.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit_dirty_images.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit_dirty_images.png%20--%3E&amp;labels=eyes-critique'>delaunay/fit_dirty_images.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/delaunay/fit_real_space.png' data-review='Use the eyes skill. review lens scripts/interferometer/images/visualization/delaunay/fit_real_space.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20interferometer%2Fdelaunay%2Ffit_real_space.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit_real_space.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit_real_space.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit_real_space.png%20--%3E&amp;labels=eyes-critique'>delaunay/fit_real_space.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/delaunay/galaxies.png' data-review='Use the eyes skill. review lens scripts/interferometer/images/visualization/delaunay/galaxies.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20interferometer%2Fdelaunay%2Fgalaxies.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxies.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxies.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxies.png%20--%3E&amp;labels=eyes-critique'>delaunay/galaxies.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/delaunay/galaxies_images.png' data-review='Use the eyes skill. review lens scripts/interferometer/images/visualization/delaunay/galaxies_images.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20interferometer%2Fdelaunay%2Fgalaxies_images.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxies_images.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxies_images.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxies_images.png%20--%3E&amp;labels=eyes-critique'>delaunay/galaxies_images.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/delaunay/galaxy_images.png' data-review='Use the eyes skill. review lens scripts/interferometer/images/visualization/delaunay/galaxy_images.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20interferometer%2Fdelaunay%2Fgalaxy_images.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxy_images.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxy_images.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxy_images.png%20--%3E&amp;labels=eyes-critique'>delaunay/galaxy_images.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/delaunay/inversion_0_0.png' data-review='Use the eyes skill. review lens scripts/interferometer/images/visualization/delaunay/inversion_0_0.png' 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data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20interferometer%2Fdelaunay%2Ftracer.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ftracer.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ftracer.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ftracer.png%20--%3E&amp;labels=eyes-critique'>delaunay/tracer.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20interferometer%2Fimage_with_positions.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fimage_with_positions.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fimage_with_positions.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fimage_with_positions.png%20--%3E&amp;labels=eyes-critique'>image_with_positions.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/parametric/fit.png' data-review='Use the eyes skill. review lens scripts/interferometer/images/visualization/parametric/fit.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20interferometer%2Fparametric%2Ffit.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ffit.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ffit.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ffit.png%20--%3E&amp;labels=eyes-critique'>parametric/fit.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20interferometer%2Fparametric%2Ffit_dirty_images.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ffit_dirty_images.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ffit_dirty_images.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ffit_dirty_images.png%20--%3E&amp;labels=eyes-critique'>parametric/fit_dirty_images.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/parametric/fit_real_space.png' data-review='Use the eyes skill. review lens scripts/interferometer/images/visualization/parametric/fit_real_space.png' 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value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/parametric/galaxies.png' data-review='Use the eyes skill. review lens scripts/interferometer/images/visualization/parametric/galaxies.png' 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value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/parametric/galaxies_images.png' data-review='Use the eyes skill. review lens scripts/interferometer/images/visualization/parametric/galaxies_images.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20interferometer%2Fparametric%2Fgalaxies_images.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Fgalaxies_images.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Fgalaxies_images.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Fgalaxies_images.png%20--%3E&amp;labels=eyes-critique'>parametric/galaxies_images.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/parametric/galaxy_images.png' data-review='Use the eyes skill. review lens scripts/interferometer/images/visualization/parametric/galaxy_images.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20interferometer%2Fparametric%2Fgalaxy_images.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Fgalaxy_images.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Fgalaxy_images.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Fgalaxy_images.png%20--%3E&amp;labels=eyes-critique'>parametric/galaxy_images.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/parametric/tracer.png' data-review='Use the eyes skill. review lens scripts/interferometer/images/visualization/parametric/tracer.png' data-suggest='https://github.com/PyAutoLabs/autolens_visualization/issues/new?title=figure%3A%20interferometer%2Fparametric%2Ftracer.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ftracer.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautolens_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ftracer.png%0AInstance%3A%20lens%20%28PyAutoLabs%2Fautolens_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-28%2C%20rendered%20with%20autolens%202026.8.17.1%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20lens%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ftracer.png%20--%3E&amp;labels=eyes-critique'>parametric/tracer.png</option></select><p role='status' aria-live='polite'>Choose a figure to view.</p><button class='figure-retry' type='button' hidden>Retry loading</button><button class='figure-image' type='button' aria-label='Enlarge figure' hidden><img alt=''></button><div class='figure-actions' hidden><button type='button' data-copy=''>Copy review prompt</button><a class='suggest' target='_blank' rel='noopener'>Suggest an improvement</a></div><noscript><p>Figure links (JavaScript is disabled):</p><ul><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/adapt_images.png'>adapt_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/dataset.png'>dataset.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/delaunay/fit.png'>delaunay/fit.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/delaunay/fit_dirty_images.png'>delaunay/fit_dirty_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/delaunay/fit_real_space.png'>delaunay/fit_real_space.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/delaunay/galaxies.png'>delaunay/galaxies.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/delaunay/galaxies_images.png'>delaunay/galaxies_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/delaunay/galaxy_images.png'>delaunay/galaxy_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/delaunay/inversion_0_0.png'>delaunay/inversion_0_0.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/delaunay/tracer.png'>delaunay/tracer.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/image_with_positions.png'>image_with_positions.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/parametric/fit.png'>parametric/fit.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/parametric/fit_dirty_images.png'>parametric/fit_dirty_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/parametric/fit_real_space.png'>parametric/fit_real_space.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/parametric/galaxies.png'>parametric/galaxies.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/parametric/galaxies_images.png'>parametric/galaxies_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/parametric/galaxy_images.png'>parametric/galaxy_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autolens_visualization/main/scripts/interferometer/images/visualization/parametric/tracer.png'>parametric/tracer.png</a></li></ul></noscript></div></details></div></details><details class="board-section"><summary><h2 id='galaxy'>PyAutoGalaxy</h2><span class="section-badge">41</span></summary><div class="board-section-body"><details><summary>Open critiques (2)</summary><ul><li><a href='https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/bug/autogalaxy/ellipse_plotter_fit_ellipse_overwrites.md'>`PlotterEllipse.fit_ellipse` writes every variant to `ellipse_fit.png`, so only the last survives</a></li><li><a href='https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/feature/pyautohands/release_fires_visualization_dispatch.md'>Hands release.yml fires the visualization re-render dispatches</a></li></ul></details><details class='dataset'><summary>ellipse</summary><div class='figure-browser'><label for='figure-1-0'>Figure</label><select id='figure-1-0'><option value=''>Choose a figure…</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/dataset.png' data-review='Use the eyes skill. review galaxy scripts/ellipse/images/visualization/dataset.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20ellipse%2Fdataset.png&amp;body=Figure%3A%20%60scripts%2Fellipse%2Fimages%2Fvisualization%2Fdataset.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fellipse%2Fimages%2Fvisualization%2Fdataset.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fellipse%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fellipse%2Fimages%2Fvisualization%2Fdataset.png%20--%3E&amp;labels=eyes-critique'>dataset.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/masked/dataset.png' data-review='Use the eyes skill. review galaxy scripts/ellipse/images/visualization/masked/dataset.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20ellipse%2Fmasked%2Fdataset.png&amp;body=Figure%3A%20%60scripts%2Fellipse%2Fimages%2Fvisualization%2Fmasked%2Fdataset.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fellipse%2Fimages%2Fvisualization%2Fmasked%2Fdataset.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fellipse%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fellipse%2Fimages%2Fvisualization%2Fmasked%2Fdataset.png%20--%3E&amp;labels=eyes-critique'>masked/dataset.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/masked/ellipse_fit.png' data-review='Use the eyes skill. review galaxy scripts/ellipse/images/visualization/masked/ellipse_fit.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20ellipse%2Fmasked%2Fellipse_fit.png&amp;body=Figure%3A%20%60scripts%2Fellipse%2Fimages%2Fvisualization%2Fmasked%2Fellipse_fit.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fellipse%2Fimages%2Fvisualization%2Fmasked%2Fellipse_fit.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fellipse%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fellipse%2Fimages%2Fvisualization%2Fmasked%2Fellipse_fit.png%20--%3E&amp;labels=eyes-critique'>masked/ellipse_fit.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/masked/ellipse_residuals.png' data-review='Use the eyes skill. review galaxy scripts/ellipse/images/visualization/masked/ellipse_residuals.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20ellipse%2Fmasked%2Fellipse_residuals.png&amp;body=Figure%3A%20%60scripts%2Fellipse%2Fimages%2Fvisualization%2Fmasked%2Fellipse_residuals.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fellipse%2Fimages%2Fvisualization%2Fmasked%2Fellipse_residuals.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fellipse%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fellipse%2Fimages%2Fvisualization%2Fmasked%2Fellipse_residuals.png%20--%3E&amp;labels=eyes-critique'>masked/ellipse_residuals.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/masked/fit_ellipse.png' data-review='Use the eyes skill. review galaxy scripts/ellipse/images/visualization/masked/fit_ellipse.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20ellipse%2Fmasked%2Ffit_ellipse.png&amp;body=Figure%3A%20%60scripts%2Fellipse%2Fimages%2Fvisualization%2Fmasked%2Ffit_ellipse.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fellipse%2Fimages%2Fvisualization%2Fmasked%2Ffit_ellipse.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fellipse%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fellipse%2Fimages%2Fvisualization%2Fmasked%2Ffit_ellipse.png%20--%3E&amp;labels=eyes-critique'>masked/fit_ellipse.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/multipole/dataset.png' data-review='Use the eyes skill. review galaxy scripts/ellipse/images/visualization/multipole/dataset.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20ellipse%2Fmultipole%2Fdataset.png&amp;body=Figure%3A%20%60scripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole%2Fdataset.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole%2Fdataset.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fellipse%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole%2Fdataset.png%20--%3E&amp;labels=eyes-critique'>multipole/dataset.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/multipole/ellipse_fit.png' data-review='Use the eyes skill. review galaxy scripts/ellipse/images/visualization/multipole/ellipse_fit.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20ellipse%2Fmultipole%2Fellipse_fit.png&amp;body=Figure%3A%20%60scripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole%2Fellipse_fit.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole%2Fellipse_fit.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fellipse%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole%2Fellipse_fit.png%20--%3E&amp;labels=eyes-critique'>multipole/ellipse_fit.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/multipole/ellipse_residuals.png' data-review='Use the eyes skill. review galaxy scripts/ellipse/images/visualization/multipole/ellipse_residuals.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20ellipse%2Fmultipole%2Fellipse_residuals.png&amp;body=Figure%3A%20%60scripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole%2Fellipse_residuals.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole%2Fellipse_residuals.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fellipse%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole%2Fellipse_residuals.png%20--%3E&amp;labels=eyes-critique'>multipole/ellipse_residuals.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/multipole/fit_ellipse.png' data-review='Use the eyes skill. review galaxy scripts/ellipse/images/visualization/multipole/fit_ellipse.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20ellipse%2Fmultipole%2Ffit_ellipse.png&amp;body=Figure%3A%20%60scripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole%2Ffit_ellipse.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole%2Ffit_ellipse.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fellipse%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole%2Ffit_ellipse.png%20--%3E&amp;labels=eyes-critique'>multipole/fit_ellipse.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/multipole_scaled/dataset.png' data-review='Use the eyes skill. review galaxy scripts/ellipse/images/visualization/multipole_scaled/dataset.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20ellipse%2Fmultipole_scaled%2Fdataset.png&amp;body=Figure%3A%20%60scripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole_scaled%2Fdataset.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole_scaled%2Fdataset.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fellipse%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole_scaled%2Fdataset.png%20--%3E&amp;labels=eyes-critique'>multipole_scaled/dataset.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/multipole_scaled/ellipse_fit.png' data-review='Use the eyes skill. review galaxy scripts/ellipse/images/visualization/multipole_scaled/ellipse_fit.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20ellipse%2Fmultipole_scaled%2Fellipse_fit.png&amp;body=Figure%3A%20%60scripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole_scaled%2Fellipse_fit.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole_scaled%2Fellipse_fit.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fellipse%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole_scaled%2Fellipse_fit.png%20--%3E&amp;labels=eyes-critique'>multipole_scaled/ellipse_fit.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/multipole_scaled/ellipse_residuals.png' data-review='Use the eyes skill. review galaxy scripts/ellipse/images/visualization/multipole_scaled/ellipse_residuals.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20ellipse%2Fmultipole_scaled%2Fellipse_residuals.png&amp;body=Figure%3A%20%60scripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole_scaled%2Fellipse_residuals.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole_scaled%2Fellipse_residuals.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fellipse%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole_scaled%2Fellipse_residuals.png%20--%3E&amp;labels=eyes-critique'>multipole_scaled/ellipse_residuals.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/multipole_scaled/fit_ellipse.png' data-review='Use the eyes skill. review galaxy scripts/ellipse/images/visualization/multipole_scaled/fit_ellipse.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20ellipse%2Fmultipole_scaled%2Ffit_ellipse.png&amp;body=Figure%3A%20%60scripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole_scaled%2Ffit_ellipse.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole_scaled%2Ffit_ellipse.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fellipse%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fellipse%2Fimages%2Fvisualization%2Fmultipole_scaled%2Ffit_ellipse.png%20--%3E&amp;labels=eyes-critique'>multipole_scaled/fit_ellipse.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/plain/dataset.png' data-review='Use the eyes skill. review galaxy scripts/ellipse/images/visualization/plain/dataset.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20ellipse%2Fplain%2Fdataset.png&amp;body=Figure%3A%20%60scripts%2Fellipse%2Fimages%2Fvisualization%2Fplain%2Fdataset.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fellipse%2Fimages%2Fvisualization%2Fplain%2Fdataset.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fellipse%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fellipse%2Fimages%2Fvisualization%2Fplain%2Fdataset.png%20--%3E&amp;labels=eyes-critique'>plain/dataset.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/plain/ellipse_fit.png' data-review='Use the eyes skill. review galaxy scripts/ellipse/images/visualization/plain/ellipse_fit.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20ellipse%2Fplain%2Fellipse_fit.png&amp;body=Figure%3A%20%60scripts%2Fellipse%2Fimages%2Fvisualization%2Fplain%2Fellipse_fit.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fellipse%2Fimages%2Fvisualization%2Fplain%2Fellipse_fit.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fellipse%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fellipse%2Fimages%2Fvisualization%2Fplain%2Fellipse_fit.png%20--%3E&amp;labels=eyes-critique'>plain/ellipse_fit.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/plain/ellipse_residuals.png' data-review='Use the eyes skill. review galaxy scripts/ellipse/images/visualization/plain/ellipse_residuals.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20ellipse%2Fplain%2Fellipse_residuals.png&amp;body=Figure%3A%20%60scripts%2Fellipse%2Fimages%2Fvisualization%2Fplain%2Fellipse_residuals.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fellipse%2Fimages%2Fvisualization%2Fplain%2Fellipse_residuals.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fellipse%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fellipse%2Fimages%2Fvisualization%2Fplain%2Fellipse_residuals.png%20--%3E&amp;labels=eyes-critique'>plain/ellipse_residuals.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/plain/fit_ellipse.png' data-review='Use the eyes skill. review galaxy scripts/ellipse/images/visualization/plain/fit_ellipse.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20ellipse%2Fplain%2Ffit_ellipse.png&amp;body=Figure%3A%20%60scripts%2Fellipse%2Fimages%2Fvisualization%2Fplain%2Ffit_ellipse.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fellipse%2Fimages%2Fvisualization%2Fplain%2Ffit_ellipse.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fellipse%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fellipse%2Fimages%2Fvisualization%2Fplain%2Ffit_ellipse.png%20--%3E&amp;labels=eyes-critique'>plain/fit_ellipse.png</option></select><p role='status' aria-live='polite'>Choose a figure to view.</p><button class='figure-retry' type='button' hidden>Retry loading</button><button class='figure-image' type='button' aria-label='Enlarge figure' hidden><img alt=''></button><div class='figure-actions' hidden><button type='button' data-copy=''>Copy review prompt</button><a class='suggest' target='_blank' rel='noopener'>Suggest an improvement</a></div><noscript><p>Figure links (JavaScript is disabled):</p><ul><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/dataset.png'>dataset.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/masked/dataset.png'>masked/dataset.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/masked/ellipse_fit.png'>masked/ellipse_fit.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/masked/ellipse_residuals.png'>masked/ellipse_residuals.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/masked/fit_ellipse.png'>masked/fit_ellipse.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/multipole/dataset.png'>multipole/dataset.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/multipole/ellipse_fit.png'>multipole/ellipse_fit.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/multipole/ellipse_residuals.png'>multipole/ellipse_residuals.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/multipole/fit_ellipse.png'>multipole/fit_ellipse.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/multipole_scaled/dataset.png'>multipole_scaled/dataset.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/multipole_scaled/ellipse_fit.png'>multipole_scaled/ellipse_fit.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/multipole_scaled/ellipse_residuals.png'>multipole_scaled/ellipse_residuals.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/multipole_scaled/fit_ellipse.png'>multipole_scaled/fit_ellipse.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/plain/dataset.png'>plain/dataset.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/plain/ellipse_fit.png'>plain/ellipse_fit.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/plain/ellipse_residuals.png'>plain/ellipse_residuals.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/ellipse/images/visualization/plain/fit_ellipse.png'>plain/fit_ellipse.png</a></li></ul></noscript></div></details><details class='dataset'><summary>imaging</summary><div class='figure-browser'><label for='figure-1-1'>Figure</label><select id='figure-1-1'><option value=''>Choose a figure…</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/adapt_images.png' data-review='Use the eyes skill. review galaxy scripts/imaging/images/visualization/adapt_images.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20imaging%2Fadapt_images.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fadapt_images.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fadapt_images.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fadapt_images.png%20--%3E&amp;labels=eyes-critique'>adapt_images.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/dataset.png' data-review='Use the eyes skill. review galaxy scripts/imaging/images/visualization/dataset.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20imaging%2Fdataset.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fdataset.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fdataset.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fdataset.png%20--%3E&amp;labels=eyes-critique'>dataset.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/delaunay/fit.png' data-review='Use the eyes skill. review galaxy scripts/imaging/images/visualization/delaunay/fit.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20imaging%2Fdelaunay%2Ffit.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Ffit.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Ffit.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Ffit.png%20--%3E&amp;labels=eyes-critique'>delaunay/fit.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/delaunay/galaxies.png' data-review='Use the eyes skill. review galaxy scripts/imaging/images/visualization/delaunay/galaxies.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20imaging%2Fdelaunay%2Fgalaxies.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxies.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxies.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxies.png%20--%3E&amp;labels=eyes-critique'>delaunay/galaxies.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/delaunay/galaxy_images.png' data-review='Use the eyes skill. review galaxy scripts/imaging/images/visualization/delaunay/galaxy_images.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20imaging%2Fdelaunay%2Fgalaxy_images.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxy_images.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxy_images.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxy_images.png%20--%3E&amp;labels=eyes-critique'>delaunay/galaxy_images.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/delaunay/inversion_0_0.png' data-review='Use the eyes skill. review galaxy scripts/imaging/images/visualization/delaunay/inversion_0_0.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20imaging%2Fdelaunay%2Finversion_0_0.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Finversion_0_0.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Finversion_0_0.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Finversion_0_0.png%20--%3E&amp;labels=eyes-critique'>delaunay/inversion_0_0.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/delaunay/of_galaxy_0.png' data-review='Use the eyes skill. review galaxy scripts/imaging/images/visualization/delaunay/of_galaxy_0.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20imaging%2Fdelaunay%2Fof_galaxy_0.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Fof_galaxy_0.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Fof_galaxy_0.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fdelaunay%2Fof_galaxy_0.png%20--%3E&amp;labels=eyes-critique'>delaunay/of_galaxy_0.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/parametric/fit.png' data-review='Use the eyes skill. review galaxy scripts/imaging/images/visualization/parametric/fit.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20imaging%2Fparametric%2Ffit.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Ffit.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Ffit.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Ffit.png%20--%3E&amp;labels=eyes-critique'>parametric/fit.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/parametric/galaxies.png' data-review='Use the eyes skill. review galaxy scripts/imaging/images/visualization/parametric/galaxies.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20imaging%2Fparametric%2Fgalaxies.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fgalaxies.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fgalaxies.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fgalaxies.png%20--%3E&amp;labels=eyes-critique'>parametric/galaxies.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/parametric/galaxy_images.png' data-review='Use the eyes skill. review galaxy scripts/imaging/images/visualization/parametric/galaxy_images.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20imaging%2Fparametric%2Fgalaxy_images.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fgalaxy_images.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fgalaxy_images.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fgalaxy_images.png%20--%3E&amp;labels=eyes-critique'>parametric/galaxy_images.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/parametric/of_galaxy_0.png' data-review='Use the eyes skill. review galaxy scripts/imaging/images/visualization/parametric/of_galaxy_0.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20imaging%2Fparametric%2Fof_galaxy_0.png&amp;body=Figure%3A%20%60scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fof_galaxy_0.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fof_galaxy_0.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fimaging%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Fimaging%2Fimages%2Fvisualization%2Fparametric%2Fof_galaxy_0.png%20--%3E&amp;labels=eyes-critique'>parametric/of_galaxy_0.png</option></select><p role='status' aria-live='polite'>Choose a figure to view.</p><button class='figure-retry' type='button' hidden>Retry loading</button><button class='figure-image' type='button' aria-label='Enlarge figure' hidden><img alt=''></button><div class='figure-actions' hidden><button type='button' data-copy=''>Copy review prompt</button><a class='suggest' target='_blank' rel='noopener'>Suggest an improvement</a></div><noscript><p>Figure links (JavaScript is disabled):</p><ul><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/adapt_images.png'>adapt_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/dataset.png'>dataset.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/delaunay/fit.png'>delaunay/fit.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/delaunay/galaxies.png'>delaunay/galaxies.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/delaunay/galaxy_images.png'>delaunay/galaxy_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/delaunay/inversion_0_0.png'>delaunay/inversion_0_0.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/delaunay/of_galaxy_0.png'>delaunay/of_galaxy_0.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/parametric/fit.png'>parametric/fit.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/parametric/galaxies.png'>parametric/galaxies.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/parametric/galaxy_images.png'>parametric/galaxy_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/imaging/images/visualization/parametric/of_galaxy_0.png'>parametric/of_galaxy_0.png</a></li></ul></noscript></div></details><details class='dataset'><summary>interferometer</summary><div class='figure-browser'><label for='figure-1-2'>Figure</label><select id='figure-1-2'><option value=''>Choose a figure…</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/adapt_images.png' data-review='Use the eyes skill. review galaxy scripts/interferometer/images/visualization/adapt_images.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20interferometer%2Fadapt_images.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fadapt_images.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fadapt_images.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fadapt_images.png%20--%3E&amp;labels=eyes-critique'>adapt_images.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/dataset.png' data-review='Use the eyes skill. review galaxy scripts/interferometer/images/visualization/dataset.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20interferometer%2Fdataset.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdataset.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fdataset.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdataset.png%20--%3E&amp;labels=eyes-critique'>dataset.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/delaunay/fit.png' data-review='Use the eyes skill. review galaxy scripts/interferometer/images/visualization/delaunay/fit.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20interferometer%2Fdelaunay%2Ffit.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit.png%20--%3E&amp;labels=eyes-critique'>delaunay/fit.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/delaunay/fit_dirty_images.png' data-review='Use the eyes skill. review galaxy scripts/interferometer/images/visualization/delaunay/fit_dirty_images.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20interferometer%2Fdelaunay%2Ffit_dirty_images.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit_dirty_images.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit_dirty_images.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit_dirty_images.png%20--%3E&amp;labels=eyes-critique'>delaunay/fit_dirty_images.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/delaunay/fit_real_space.png' data-review='Use the eyes skill. review galaxy scripts/interferometer/images/visualization/delaunay/fit_real_space.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20interferometer%2Fdelaunay%2Ffit_real_space.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit_real_space.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit_real_space.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Ffit_real_space.png%20--%3E&amp;labels=eyes-critique'>delaunay/fit_real_space.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/delaunay/galaxies.png' data-review='Use the eyes skill. review galaxy scripts/interferometer/images/visualization/delaunay/galaxies.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20interferometer%2Fdelaunay%2Fgalaxies.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxies.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxies.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxies.png%20--%3E&amp;labels=eyes-critique'>delaunay/galaxies.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/delaunay/galaxy_images.png' data-review='Use the eyes skill. review galaxy scripts/interferometer/images/visualization/delaunay/galaxy_images.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20interferometer%2Fdelaunay%2Fgalaxy_images.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxy_images.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxy_images.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Fgalaxy_images.png%20--%3E&amp;labels=eyes-critique'>delaunay/galaxy_images.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/delaunay/inversion_0_0.png' data-review='Use the eyes skill. review galaxy scripts/interferometer/images/visualization/delaunay/inversion_0_0.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20interferometer%2Fdelaunay%2Finversion_0_0.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Finversion_0_0.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Finversion_0_0.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fdelaunay%2Finversion_0_0.png%20--%3E&amp;labels=eyes-critique'>delaunay/inversion_0_0.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/parametric/fit.png' data-review='Use the eyes skill. review galaxy scripts/interferometer/images/visualization/parametric/fit.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20interferometer%2Fparametric%2Ffit.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ffit.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ffit.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ffit.png%20--%3E&amp;labels=eyes-critique'>parametric/fit.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/parametric/fit_dirty_images.png' data-review='Use the eyes skill. review galaxy scripts/interferometer/images/visualization/parametric/fit_dirty_images.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20interferometer%2Fparametric%2Ffit_dirty_images.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ffit_dirty_images.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ffit_dirty_images.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ffit_dirty_images.png%20--%3E&amp;labels=eyes-critique'>parametric/fit_dirty_images.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/parametric/fit_real_space.png' data-review='Use the eyes skill. review galaxy scripts/interferometer/images/visualization/parametric/fit_real_space.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20interferometer%2Fparametric%2Ffit_real_space.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ffit_real_space.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ffit_real_space.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Ffit_real_space.png%20--%3E&amp;labels=eyes-critique'>parametric/fit_real_space.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/parametric/galaxies.png' data-review='Use the eyes skill. review galaxy scripts/interferometer/images/visualization/parametric/galaxies.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20interferometer%2Fparametric%2Fgalaxies.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Fgalaxies.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Fgalaxies.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Fgalaxies.png%20--%3E&amp;labels=eyes-critique'>parametric/galaxies.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/parametric/galaxy_images.png' data-review='Use the eyes skill. review galaxy scripts/interferometer/images/visualization/parametric/galaxy_images.png' data-suggest='https://github.com/PyAutoLabs/autogalaxy_visualization/issues/new?title=figure%3A%20interferometer%2Fparametric%2Fgalaxy_images.png&amp;body=Figure%3A%20%60scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Fgalaxy_images.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautogalaxy_visualization%2Fmain%2Fscripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Fgalaxy_images.png%0AInstance%3A%20galaxy%20%28PyAutoLabs%2Fautogalaxy_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autogalaxy%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Finterferometer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20galaxy%20scripts%2Finterferometer%2Fimages%2Fvisualization%2Fparametric%2Fgalaxy_images.png%20--%3E&amp;labels=eyes-critique'>parametric/galaxy_images.png</option></select><p role='status' aria-live='polite'>Choose a figure to view.</p><button class='figure-retry' type='button' hidden>Retry loading</button><button class='figure-image' type='button' aria-label='Enlarge figure' hidden><img alt=''></button><div class='figure-actions' hidden><button type='button' data-copy=''>Copy review prompt</button><a class='suggest' target='_blank' rel='noopener'>Suggest an improvement</a></div><noscript><p>Figure links (JavaScript is disabled):</p><ul><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/adapt_images.png'>adapt_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/dataset.png'>dataset.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/delaunay/fit.png'>delaunay/fit.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/delaunay/fit_dirty_images.png'>delaunay/fit_dirty_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/delaunay/fit_real_space.png'>delaunay/fit_real_space.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/delaunay/galaxies.png'>delaunay/galaxies.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/delaunay/galaxy_images.png'>delaunay/galaxy_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/delaunay/inversion_0_0.png'>delaunay/inversion_0_0.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/parametric/fit.png'>parametric/fit.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/parametric/fit_dirty_images.png'>parametric/fit_dirty_images.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/parametric/fit_real_space.png'>parametric/fit_real_space.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/parametric/galaxies.png'>parametric/galaxies.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autogalaxy_visualization/main/scripts/interferometer/images/visualization/parametric/galaxy_images.png'>parametric/galaxy_images.png</a></li></ul></noscript></div></details></div></details><details class="board-section"><summary><h2 id='fit'>PyAutoFit</h2><span class="section-badge">49</span></summary><div class="board-section-body"><details><summary>Open critiques (4)</summary><ul><li><a href='https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/maintenance/autofit_visualization/seed_samplers_for_byte_stable_rerenders.md'>autofit_visualization — seed every sampler so re-renders are byte-stable</a></li><li><a href='https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/research/autofit/search_extensibility_epic_report.md'>Search extensibility epic: research report and phased plan</a></li><li><a href='https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/research/autofit/search_extensibility_epic_surveys/03_search_docs.md'>03 — How non-linear searches are documented across PyAuto, and how that must scale</a></li><li><a href='https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/research/autofit/search_extensibility_epic_surveys/04_inference_profiling_infra.md'>04 — Inference and profiling infrastructure survey for `autofit_inference` and `autofit_profiling`</a></li></ul></details><details class='dataset'><summary>ep</summary><div class='figure-browser'><label for='figure-2-0'>Figure</label><select id='figure-2-0'><option value=''>Choose a figure…</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/ep_plotter/graph_model_prior_factors.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/ep_plotter/graph_model_prior_factors.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Fep_plotter%2Fgraph_model_prior_factors.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Fep_plotter%2Fgraph_model_prior_factors.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Fep_plotter%2Fgraph_model_prior_factors.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Fep_plotter%2Fgraph_model_prior_factors.png%20--%3E&amp;labels=eyes-critique'>ep_plotter/graph_model_prior_factors.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/ep_plotter/graph_state_prior_factors.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/ep_plotter/graph_state_prior_factors.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Fep_plotter%2Fgraph_state_prior_factors.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Fep_plotter%2Fgraph_state_prior_factors.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Fep_plotter%2Fgraph_state_prior_factors.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Fep_plotter%2Fgraph_state_prior_factors.png%20--%3E&amp;labels=eyes-critique'>ep_plotter/graph_state_prior_factors.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_0/corner_anesthetic.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/factor_0/corner_anesthetic.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Ffactor_0%2Fcorner_anesthetic.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_0%2Fcorner_anesthetic.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Ffactor_0%2Fcorner_anesthetic.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_0%2Fcorner_anesthetic.png%20--%3E&amp;labels=eyes-critique'>factor_0/corner_anesthetic.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_0/data.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/factor_0/data.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Ffactor_0%2Fdata.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_0%2Fdata.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Ffactor_0%2Fdata.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_0%2Fdata.png%20--%3E&amp;labels=eyes-critique'>factor_0/data.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_0/model.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/factor_0/model.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Ffactor_0%2Fmodel.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_0%2Fmodel.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Ffactor_0%2Fmodel.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_0%2Fmodel.png%20--%3E&amp;labels=eyes-critique'>factor_0/model.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_0/model_fit.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/factor_0/model_fit.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Ffactor_0%2Fmodel_fit.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_0%2Fmodel_fit.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Ffactor_0%2Fmodel_fit.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_0%2Fmodel_fit.png%20--%3E&amp;labels=eyes-critique'>factor_0/model_fit.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_1/corner_anesthetic.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/factor_1/corner_anesthetic.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Ffactor_1%2Fcorner_anesthetic.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_1%2Fcorner_anesthetic.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Ffactor_1%2Fcorner_anesthetic.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_1%2Fcorner_anesthetic.png%20--%3E&amp;labels=eyes-critique'>factor_1/corner_anesthetic.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_1/data.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/factor_1/data.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Ffactor_1%2Fdata.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_1%2Fdata.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Ffactor_1%2Fdata.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_1%2Fdata.png%20--%3E&amp;labels=eyes-critique'>factor_1/data.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_1/model.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/factor_1/model.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Ffactor_1%2Fmodel.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_1%2Fmodel.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Ffactor_1%2Fmodel.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_1%2Fmodel.png%20--%3E&amp;labels=eyes-critique'>factor_1/model.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_1/model_fit.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/factor_1/model_fit.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Ffactor_1%2Fmodel_fit.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_1%2Fmodel_fit.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Ffactor_1%2Fmodel_fit.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_1%2Fmodel_fit.png%20--%3E&amp;labels=eyes-critique'>factor_1/model_fit.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_2/corner_anesthetic.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/factor_2/corner_anesthetic.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Ffactor_2%2Fcorner_anesthetic.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_2%2Fcorner_anesthetic.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Ffactor_2%2Fcorner_anesthetic.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_2%2Fcorner_anesthetic.png%20--%3E&amp;labels=eyes-critique'>factor_2/corner_anesthetic.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_2/data.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/factor_2/data.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Ffactor_2%2Fdata.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_2%2Fdata.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Ffactor_2%2Fdata.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_2%2Fdata.png%20--%3E&amp;labels=eyes-critique'>factor_2/data.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_2/model.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/factor_2/model.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Ffactor_2%2Fmodel.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_2%2Fmodel.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Ffactor_2%2Fmodel.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_2%2Fmodel.png%20--%3E&amp;labels=eyes-critique'>factor_2/model.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_2/model_fit.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/factor_2/model_fit.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Ffactor_2%2Fmodel_fit.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_2%2Fmodel_fit.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Ffactor_2%2Fmodel_fit.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Ffactor_2%2Fmodel_fit.png%20--%3E&amp;labels=eyes-critique'>factor_2/model_fit.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/graph.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/graph.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Fgraph.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Fgraph.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Fgraph.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Fgraph.png%20--%3E&amp;labels=eyes-critique'>graph.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/graph_factors.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/graph_factors.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Fgraph_factors.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Fgraph_factors.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Fgraph_factors.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Fgraph_factors.png%20--%3E&amp;labels=eyes-critique'>graph_factors.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/graph_model.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/graph_model.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Fgraph_model.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Fgraph_model.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Fgraph_model.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Fgraph_model.png%20--%3E&amp;labels=eyes-critique'>graph_model.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/graph_state.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/graph_state.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Fgraph_state.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Fgraph_state.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Fgraph_state.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Fgraph_state.png%20--%3E&amp;labels=eyes-critique'>graph_state.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/mean_field_evolution.png' data-review='Use the eyes skill. review fit scripts/ep/images/visualization/mean_field_evolution.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20ep%2Fmean_field_evolution.png&amp;body=Figure%3A%20%60scripts%2Fep%2Fimages%2Fvisualization%2Fmean_field_evolution.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fep%2Fimages%2Fvisualization%2Fmean_field_evolution.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fep%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fep%2Fimages%2Fvisualization%2Fmean_field_evolution.png%20--%3E&amp;labels=eyes-critique'>mean_field_evolution.png</option></select><p role='status' aria-live='polite'>Choose a figure to view.</p><button class='figure-retry' type='button' hidden>Retry loading</button><button class='figure-image' type='button' aria-label='Enlarge figure' hidden><img alt=''></button><div class='figure-actions' hidden><button type='button' data-copy=''>Copy review prompt</button><a class='suggest' target='_blank' rel='noopener'>Suggest an improvement</a></div><noscript><p>Figure links (JavaScript is disabled):</p><ul><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/ep_plotter/graph_model_prior_factors.png'>ep_plotter/graph_model_prior_factors.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/ep_plotter/graph_state_prior_factors.png'>ep_plotter/graph_state_prior_factors.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_0/corner_anesthetic.png'>factor_0/corner_anesthetic.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_0/data.png'>factor_0/data.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_0/model.png'>factor_0/model.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_0/model_fit.png'>factor_0/model_fit.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_1/corner_anesthetic.png'>factor_1/corner_anesthetic.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_1/data.png'>factor_1/data.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_1/model.png'>factor_1/model.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_1/model_fit.png'>factor_1/model_fit.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_2/corner_anesthetic.png'>factor_2/corner_anesthetic.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_2/data.png'>factor_2/data.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_2/model.png'>factor_2/model.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/factor_2/model_fit.png'>factor_2/model_fit.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/graph.png'>graph.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/graph_factors.png'>graph_factors.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/graph_model.png'>graph_model.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/graph_state.png'>graph_state.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/ep/images/visualization/mean_field_evolution.png'>mean_field_evolution.png</a></li></ul></noscript></div></details><details class='dataset'><summary>model</summary><div class='figure-browser'><label for='figure-2-1'>Figure</label><select id='figure-2-1'><option value=''>Choose a figure…</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/collection/model_names.png' data-review='Use the eyes skill. review fit scripts/model/images/visualization/collection/model_names.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20model%2Fcollection%2Fmodel_names.png&amp;body=Figure%3A%20%60scripts%2Fmodel%2Fimages%2Fvisualization%2Fcollection%2Fmodel_names.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fmodel%2Fimages%2Fvisualization%2Fcollection%2Fmodel_names.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fmodel%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fmodel%2Fimages%2Fvisualization%2Fcollection%2Fmodel_names.png%20--%3E&amp;labels=eyes-critique'>collection/model_names.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/collection/model_names_uncollapsed.png' data-review='Use the eyes skill. review fit scripts/model/images/visualization/collection/model_names_uncollapsed.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20model%2Fcollection%2Fmodel_names_uncollapsed.png&amp;body=Figure%3A%20%60scripts%2Fmodel%2Fimages%2Fvisualization%2Fcollection%2Fmodel_names_uncollapsed.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fmodel%2Fimages%2Fvisualization%2Fcollection%2Fmodel_names_uncollapsed.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fmodel%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fmodel%2Fimages%2Fvisualization%2Fcollection%2Fmodel_names_uncollapsed.png%20--%3E&amp;labels=eyes-critique'>collection/model_names_uncollapsed.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/collection/model_priors.png' data-review='Use the eyes skill. review fit scripts/model/images/visualization/collection/model_priors.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20model%2Fcollection%2Fmodel_priors.png&amp;body=Figure%3A%20%60scripts%2Fmodel%2Fimages%2Fvisualization%2Fcollection%2Fmodel_priors.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fmodel%2Fimages%2Fvisualization%2Fcollection%2Fmodel_priors.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fmodel%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fmodel%2Fimages%2Fvisualization%2Fcollection%2Fmodel_priors.png%20--%3E&amp;labels=eyes-critique'>collection/model_priors.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20model%2Fgraph%2Fmodel_names.png&amp;body=Figure%3A%20%60scripts%2Fmodel%2Fimages%2Fvisualization%2Fgraph%2Fmodel_names.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fmodel%2Fimages%2Fvisualization%2Fgraph%2Fmodel_names.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fmodel%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fmodel%2Fimages%2Fvisualization%2Fgraph%2Fmodel_names.png%20--%3E&amp;labels=eyes-critique'>graph/model_names.png</option><option 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value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/graph/model_priors.png' data-review='Use the eyes skill. review fit scripts/model/images/visualization/graph/model_priors.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20model%2Fgraph%2Fmodel_priors.png&amp;body=Figure%3A%20%60scripts%2Fmodel%2Fimages%2Fvisualization%2Fgraph%2Fmodel_priors.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fmodel%2Fimages%2Fvisualization%2Fgraph%2Fmodel_priors.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fmodel%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fmodel%2Fimages%2Fvisualization%2Fgraph%2Fmodel_priors.png%20--%3E&amp;labels=eyes-critique'>graph/model_priors.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/linked/model_names.png' data-review='Use the eyes skill. review fit scripts/model/images/visualization/linked/model_names.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20model%2Flinked%2Fmodel_names.png&amp;body=Figure%3A%20%60scripts%2Fmodel%2Fimages%2Fvisualization%2Flinked%2Fmodel_names.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fmodel%2Fimages%2Fvisualization%2Flinked%2Fmodel_names.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fmodel%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fmodel%2Fimages%2Fvisualization%2Flinked%2Fmodel_names.png%20--%3E&amp;labels=eyes-critique'>linked/model_names.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/linked/model_names_hide_fixed.png' data-review='Use the eyes skill. review fit scripts/model/images/visualization/linked/model_names_hide_fixed.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20model%2Flinked%2Fmodel_names_hide_fixed.png&amp;body=Figure%3A%20%60scripts%2Fmodel%2Fimages%2Fvisualization%2Flinked%2Fmodel_names_hide_fixed.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fmodel%2Fimages%2Fvisualization%2Flinked%2Fmodel_names_hide_fixed.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fmodel%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fmodel%2Fimages%2Fvisualization%2Flinked%2Fmodel_names_hide_fixed.png%20--%3E&amp;labels=eyes-critique'>linked/model_names_hide_fixed.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/linked/model_names_uncollapsed.png' data-review='Use the eyes skill. review fit scripts/model/images/visualization/linked/model_names_uncollapsed.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20model%2Flinked%2Fmodel_names_uncollapsed.png&amp;body=Figure%3A%20%60scripts%2Fmodel%2Fimages%2Fvisualization%2Flinked%2Fmodel_names_uncollapsed.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fmodel%2Fimages%2Fvisualization%2Flinked%2Fmodel_names_uncollapsed.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fmodel%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fmodel%2Fimages%2Fvisualization%2Flinked%2Fmodel_names_uncollapsed.png%20--%3E&amp;labels=eyes-critique'>linked/model_names_uncollapsed.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/linked/model_priors.png' data-review='Use the eyes skill. review fit scripts/model/images/visualization/linked/model_priors.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20model%2Flinked%2Fmodel_priors.png&amp;body=Figure%3A%20%60scripts%2Fmodel%2Fimages%2Fvisualization%2Flinked%2Fmodel_priors.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fmodel%2Fimages%2Fvisualization%2Flinked%2Fmodel_priors.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fmodel%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fmodel%2Fimages%2Fvisualization%2Flinked%2Fmodel_priors.png%20--%3E&amp;labels=eyes-critique'>linked/model_priors.png</option></select><p role='status' aria-live='polite'>Choose a figure to view.</p><button class='figure-retry' type='button' hidden>Retry loading</button><button class='figure-image' type='button' aria-label='Enlarge figure' hidden><img alt=''></button><div class='figure-actions' hidden><button type='button' data-copy=''>Copy review prompt</button><a class='suggest' target='_blank' rel='noopener'>Suggest an improvement</a></div><noscript><p>Figure links (JavaScript is disabled):</p><ul><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/collection/model_names.png'>collection/model_names.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/collection/model_names_uncollapsed.png'>collection/model_names_uncollapsed.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/collection/model_priors.png'>collection/model_priors.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/gaussian/model_names.png'>gaussian/model_names.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/gaussian/model_priors.png'>gaussian/model_priors.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/graph/model_names.png'>graph/model_names.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/graph/model_names_uncollapsed.png'>graph/model_names_uncollapsed.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/graph/model_priors.png'>graph/model_priors.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/linked/model_names.png'>linked/model_names.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/linked/model_names_hide_fixed.png'>linked/model_names_hide_fixed.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/linked/model_names_uncollapsed.png'>linked/model_names_uncollapsed.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/model/images/visualization/linked/model_priors.png'>linked/model_priors.png</a></li></ul></noscript></div></details><details class='dataset'><summary>samples</summary><div class='figure-browser'><label for='figure-2-2'>Figure</label><select id='figure-2-2'><option value=''>Choose a figure…</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/dynesty_static/corner_anesthetic.png' data-review='Use the eyes skill. review fit scripts/samples/images/visualization/dynesty_static/corner_anesthetic.png' 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data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20samples%2Fnautilus%2Fcorner_cornerpy.png&amp;body=Figure%3A%20%60scripts%2Fsamples%2Fimages%2Fvisualization%2Fnautilus%2Fcorner_cornerpy.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fsamples%2Fimages%2Fvisualization%2Fnautilus%2Fcorner_cornerpy.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fsamples%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fsamples%2Fimages%2Fvisualization%2Fnautilus%2Fcorner_cornerpy.png%20--%3E&amp;labels=eyes-critique'>nautilus/corner_cornerpy.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/zeus/corner_anesthetic.png' data-review='Use the eyes skill. review fit scripts/samples/images/visualization/zeus/corner_anesthetic.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20samples%2Fzeus%2Fcorner_anesthetic.png&amp;body=Figure%3A%20%60scripts%2Fsamples%2Fimages%2Fvisualization%2Fzeus%2Fcorner_anesthetic.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fsamples%2Fimages%2Fvisualization%2Fzeus%2Fcorner_anesthetic.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fsamples%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fsamples%2Fimages%2Fvisualization%2Fzeus%2Fcorner_anesthetic.png%20--%3E&amp;labels=eyes-critique'>zeus/corner_anesthetic.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/zeus/corner_cornerpy.png' data-review='Use the eyes skill. review fit scripts/samples/images/visualization/zeus/corner_cornerpy.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20samples%2Fzeus%2Fcorner_cornerpy.png&amp;body=Figure%3A%20%60scripts%2Fsamples%2Fimages%2Fvisualization%2Fzeus%2Fcorner_cornerpy.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fsamples%2Fimages%2Fvisualization%2Fzeus%2Fcorner_cornerpy.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fsamples%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fsamples%2Fimages%2Fvisualization%2Fzeus%2Fcorner_cornerpy.png%20--%3E&amp;labels=eyes-critique'>zeus/corner_cornerpy.png</option></select><p role='status' aria-live='polite'>Choose a figure to view.</p><button class='figure-retry' type='button' hidden>Retry loading</button><button class='figure-image' type='button' aria-label='Enlarge figure' hidden><img alt=''></button><div class='figure-actions' hidden><button type='button' data-copy=''>Copy review prompt</button><a class='suggest' target='_blank' rel='noopener'>Suggest an improvement</a></div><noscript><p>Figure links (JavaScript is disabled):</p><ul><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/dynesty_static/corner_anesthetic.png'>dynesty_static/corner_anesthetic.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/dynesty_static/corner_cornerpy.png'>dynesty_static/corner_cornerpy.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/emcee/corner_anesthetic.png'>emcee/corner_anesthetic.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/emcee/corner_cornerpy.png'>emcee/corner_cornerpy.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/lbfgs/log_likelihood_vs_iteration.png'>lbfgs/log_likelihood_vs_iteration.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/lbfgs/log_likelihood_vs_iteration_last_50_percent.png'>lbfgs/log_likelihood_vs_iteration_last_50_percent.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/lbfgs/log_likelihood_vs_iteration_log_y.png'>lbfgs/log_likelihood_vs_iteration_log_y.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/lbfgs/subplot_parameters.png'>lbfgs/subplot_parameters.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/lbfgs/subplot_parameters_last_50_percent.png'>lbfgs/subplot_parameters_last_50_percent.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/lbfgs/subplot_parameters_log_y.png'>lbfgs/subplot_parameters_log_y.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/multistart_adam/figure_of_merit_vs_iteration.png'>multistart_adam/figure_of_merit_vs_iteration.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/nautilus/corner_anesthetic.png'>nautilus/corner_anesthetic.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/nautilus/corner_cornerpy.png'>nautilus/corner_cornerpy.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/zeus/corner_anesthetic.png'>zeus/corner_anesthetic.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/samples/images/visualization/zeus/corner_cornerpy.png'>zeus/corner_cornerpy.png</a></li></ul></noscript></div></details><details class='dataset'><summary>visualizer</summary><div class='figure-browser'><label for='figure-2-3'>Figure</label><select id='figure-2-3'><option value=''>Choose a figure…</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/visualizer/images/visualization/data.png' data-review='Use the eyes skill. review fit scripts/visualizer/images/visualization/data.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20visualizer%2Fdata.png&amp;body=Figure%3A%20%60scripts%2Fvisualizer%2Fimages%2Fvisualization%2Fdata.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fvisualizer%2Fimages%2Fvisualization%2Fdata.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fvisualizer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fvisualizer%2Fimages%2Fvisualization%2Fdata.png%20--%3E&amp;labels=eyes-critique'>data.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/visualizer/images/visualization/model.png' data-review='Use the eyes skill. review fit scripts/visualizer/images/visualization/model.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20visualizer%2Fmodel.png&amp;body=Figure%3A%20%60scripts%2Fvisualizer%2Fimages%2Fvisualization%2Fmodel.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fvisualizer%2Fimages%2Fvisualization%2Fmodel.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fvisualizer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fvisualizer%2Fimages%2Fvisualization%2Fmodel.png%20--%3E&amp;labels=eyes-critique'>model.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/visualizer/images/visualization/model_fit.png' data-review='Use the eyes skill. review fit scripts/visualizer/images/visualization/model_fit.png' data-suggest='https://github.com/PyAutoLabs/autofit_visualization/issues/new?title=figure%3A%20visualizer%2Fmodel_fit.png&amp;body=Figure%3A%20%60scripts%2Fvisualizer%2Fimages%2Fvisualization%2Fmodel_fit.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautofit_visualization%2Fmain%2Fscripts%2Fvisualizer%2Fimages%2Fvisualization%2Fmodel_fit.png%0AInstance%3A%20fit%20%28PyAutoLabs%2Fautofit_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autofit%202026.9.27.2%29%0AProducer%3A%20%60scripts%2Fvisualizer%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20fit%20scripts%2Fvisualizer%2Fimages%2Fvisualization%2Fmodel_fit.png%20--%3E&amp;labels=eyes-critique'>model_fit.png</option></select><p role='status' aria-live='polite'>Choose a figure to view.</p><button class='figure-retry' type='button' hidden>Retry loading</button><button class='figure-image' type='button' aria-label='Enlarge figure' hidden><img alt=''></button><div class='figure-actions' hidden><button type='button' data-copy=''>Copy review prompt</button><a class='suggest' target='_blank' rel='noopener'>Suggest an improvement</a></div><noscript><p>Figure links (JavaScript is disabled):</p><ul><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/visualizer/images/visualization/data.png'>data.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/visualizer/images/visualization/model.png'>model.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autofit_visualization/main/scripts/visualizer/images/visualization/model_fit.png'>model_fit.png</a></li></ul></noscript></div></details></div></details><details class="board-section"><summary><h2 id='cti'>PyAutoCTI</h2><span class="section-badge">135</span></summary><div class="board-section-body"><details><summary>Open critiques (1)</summary><ul><li><a href='https://github.com/PyAutoLabs/PyAutoMind/blob/main/draft/bug/autocti_visualization/render_yml_blocked_until_pyautocti_release.md'>autocti_visualization render.yml fails on the released stack until PyAutoCTI releases</a></li></ul></details><details class='dataset'><summary>dataset_1d</summary><div class='figure-browser'><label for='figure-3-0'>Figure</label><select id='figure-3-0'><option value=''>Choose a figure…</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/dataset/subplot_data_list.png' data-review='Use the eyes skill. review cti scripts/dataset_1d/images/visualization/dataset/subplot_data_list.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fdataset%2Fsubplot_data_list.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdataset%2Fsubplot_data_list.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdataset%2Fsubplot_data_list.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdataset%2Fsubplot_data_list.png%20--%3E&amp;labels=eyes-critique'>dataset/subplot_data_list.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/dataset/subplot_data_list_eper.png' data-review='Use the eyes skill. review cti scripts/dataset_1d/images/visualization/dataset/subplot_data_list_eper.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fdataset%2Fsubplot_data_list_eper.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdataset%2Fsubplot_data_list_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdataset%2Fsubplot_data_list_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdataset%2Fsubplot_data_list_eper.png%20--%3E&amp;labels=eyes-critique'>dataset/subplot_data_list_eper.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/dataset/subplot_data_list_fpr.png' data-review='Use the eyes skill. review cti scripts/dataset_1d/images/visualization/dataset/subplot_data_list_fpr.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fdataset%2Fsubplot_data_list_fpr.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdataset%2Fsubplot_data_list_fpr.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdataset%2Fsubplot_data_list_fpr.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdataset%2Fsubplot_data_list_fpr.png%20--%3E&amp;labels=eyes-critique'>dataset/subplot_data_list_fpr.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/dataset/subplot_data_logy_list_eper.png' data-review='Use the eyes skill. review cti scripts/dataset_1d/images/visualization/dataset/subplot_data_logy_list_eper.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fdataset%2Fsubplot_data_logy_list_eper.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdataset%2Fsubplot_data_logy_list_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdataset%2Fsubplot_data_logy_list_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdataset%2Fsubplot_data_logy_list_eper.png%20--%3E&amp;labels=eyes-critique'>dataset/subplot_data_logy_list_eper.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/dataset/subplot_data_logy_list_fpr.png' data-review='Use the eyes skill. review cti scripts/dataset_1d/images/visualization/dataset/subplot_data_logy_list_fpr.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fdataset%2Fsubplot_data_logy_list_fpr.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdataset%2Fsubplot_data_logy_list_fpr.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdataset%2Fsubplot_data_logy_list_fpr.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdataset%2Fsubplot_data_logy_list_fpr.png%20--%3E&amp;labels=eyes-critique'>dataset/subplot_data_logy_list_fpr.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fdirect%2Fchi_squared_map.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fchi_squared_map.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fchi_squared_map.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fchi_squared_map.png%20--%3E&amp;labels=eyes-critique'>direct/chi_squared_map.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fdirect%2Fnoise_map.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fnoise_map.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fnoise_map.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fnoise_map.png%20--%3E&amp;labels=eyes-critique'>direct/noise_map.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/direct/normalized_residual_map.png' data-review='Use the eyes skill. review cti scripts/dataset_1d/images/visualization/direct/normalized_residual_map.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fdirect%2Fnormalized_residual_map.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fnormalized_residual_map.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fnormalized_residual_map.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fnormalized_residual_map.png%20--%3E&amp;labels=eyes-critique'>direct/normalized_residual_map.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fdirect%2Fpost_cti_data.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fpost_cti_data.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fpost_cti_data.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fpost_cti_data.png%20--%3E&amp;labels=eyes-critique'>direct/post_cti_data.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/direct/pre_cti_data.png' data-review='Use the eyes skill. review cti scripts/dataset_1d/images/visualization/direct/pre_cti_data.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fdirect%2Fpre_cti_data.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fpre_cti_data.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fpre_cti_data.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fpre_cti_data.png%20--%3E&amp;labels=eyes-critique'>direct/pre_cti_data.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fdirect%2Fsignal_to_noise_map.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fsignal_to_noise_map.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fsignal_to_noise_map.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fdirect%2Fsignal_to_noise_map.png%20--%3E&amp;labels=eyes-critique'>direct/signal_to_noise_map.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Ffit_dataset_combined%2Fsubplot_chi_squared_map_list.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Ffit_dataset_combined%2Fsubplot_chi_squared_map_list.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Ffit_dataset_combined%2Fsubplot_chi_squared_map_list.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Ffit_dataset_combined%2Fsubplot_chi_squared_map_list.png%20--%3E&amp;labels=eyes-critique'>fit_dataset_combined/subplot_chi_squared_map_list.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Ffit_dataset_combined%2Fsubplot_data_list.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Ffit_dataset_combined%2Fsubplot_data_list.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Ffit_dataset_combined%2Fsubplot_data_list.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Ffit_dataset_combined%2Fsubplot_data_list.png%20--%3E&amp;labels=eyes-critique'>fit_dataset_combined/subplot_data_list.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Ffit_dataset_combined%2Fsubplot_data_list_eper.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Ffit_dataset_combined%2Fsubplot_data_list_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Ffit_dataset_combined%2Fsubplot_data_list_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Ffit_dataset_combined%2Fsubplot_data_list_eper.png%20--%3E&amp;labels=eyes-critique'>fit_dataset_combined/subplot_data_list_eper.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Ffit_dataset_combined%2Fsubplot_residual_map_list_fpr.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Ffit_dataset_combined%2Fsubplot_residual_map_list_fpr.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Ffit_dataset_combined%2Fsubplot_residual_map_list_fpr.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Ffit_dataset_combined%2Fsubplot_residual_map_list_fpr.png%20--%3E&amp;labels=eyes-critique'>fit_dataset_combined/subplot_residual_map_list_fpr.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fnorm_5000%2Fdataset%2Fdata_fpr.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Fdataset%2Fdata_fpr.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Fdataset%2Fdata_fpr.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Fdataset%2Fdata_fpr.png%20--%3E&amp;labels=eyes-critique'>norm_5000/dataset/data_fpr.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fnorm_5000%2Fdataset%2Fsubplot_dataset.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Fdataset%2Fsubplot_dataset.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Fdataset%2Fsubplot_dataset.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Fdataset%2Fsubplot_dataset.png%20--%3E&amp;labels=eyes-critique'>norm_5000/dataset/subplot_dataset.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fnorm_5000%2Ffit_dataset%2Fdata_logy_fpr.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fdata_logy_fpr.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fdata_logy_fpr.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fdata_logy_fpr.png%20--%3E&amp;labels=eyes-critique'>norm_5000/fit_dataset/data_logy_fpr.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fnorm_5000%2Ffit_dataset%2Fresidual_map.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fresidual_map.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fresidual_map.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fresidual_map.png%20--%3E&amp;labels=eyes-critique'>norm_5000/fit_dataset/residual_map.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_logy.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_logy.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_logy.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_logy.png%20--%3E&amp;labels=eyes-critique'>norm_5000/fit_dataset/residual_map_logy.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fnorm_5000%2Ffit_dataset%2Fsubplot_fit.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fsubplot_fit.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fsubplot_fit.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fsubplot_fit.png%20--%3E&amp;labels=eyes-critique'>norm_5000/fit_dataset/subplot_fit.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/fit_dataset/subplot_fit_eper.png' data-review='Use the eyes skill. review cti scripts/dataset_1d/images/visualization/norm_5000/fit_dataset/subplot_fit_eper.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fnorm_5000%2Ffit_dataset%2Fsubplot_fit_eper.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fsubplot_fit_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fsubplot_fit_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fsubplot_fit_eper.png%20--%3E&amp;labels=eyes-critique'>norm_5000/fit_dataset/subplot_fit_eper.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/fit_dataset/subplot_fit_fpr.png' data-review='Use the eyes skill. review cti scripts/dataset_1d/images/visualization/norm_5000/fit_dataset/subplot_fit_fpr.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20dataset_1d%2Fnorm_5000%2Ffit_dataset%2Fsubplot_fit_fpr.png&amp;body=Figure%3A%20%60scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fsubplot_fit_fpr.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fsubplot_fit_fpr.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fdataset_1d%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fdataset_1d%2Fimages%2Fvisualization%2Fnorm_5000%2Ffit_dataset%2Fsubplot_fit_fpr.png%20--%3E&amp;labels=eyes-critique'>norm_5000/fit_dataset/subplot_fit_fpr.png</option></select><p role='status' aria-live='polite'>Choose a figure to view.</p><button class='figure-retry' type='button' hidden>Retry loading</button><button class='figure-image' type='button' aria-label='Enlarge figure' hidden><img alt=''></button><div class='figure-actions' hidden><button type='button' data-copy=''>Copy review prompt</button><a class='suggest' target='_blank' rel='noopener'>Suggest an improvement</a></div><noscript><p>Figure links (JavaScript is disabled):</p><ul><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/dataset/subplot_data_list.png'>dataset/subplot_data_list.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/dataset/subplot_data_list_eper.png'>dataset/subplot_data_list_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/dataset/subplot_data_list_fpr.png'>dataset/subplot_data_list_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/dataset/subplot_data_logy_list_eper.png'>dataset/subplot_data_logy_list_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/dataset/subplot_data_logy_list_fpr.png'>dataset/subplot_data_logy_list_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/direct/chi_squared_map.png'>direct/chi_squared_map.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/direct/noise_map.png'>direct/noise_map.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/direct/normalized_residual_map.png'>direct/normalized_residual_map.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/direct/post_cti_data.png'>direct/post_cti_data.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/direct/pre_cti_data.png'>direct/pre_cti_data.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/direct/signal_to_noise_map.png'>direct/signal_to_noise_map.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/fit_dataset_combined/subplot_chi_squared_map_list.png'>fit_dataset_combined/subplot_chi_squared_map_list.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/fit_dataset_combined/subplot_data_list.png'>fit_dataset_combined/subplot_data_list.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/fit_dataset_combined/subplot_data_list_eper.png'>fit_dataset_combined/subplot_data_list_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/fit_dataset_combined/subplot_data_list_fpr.png'>fit_dataset_combined/subplot_data_list_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/fit_dataset_combined/subplot_data_logy_list_eper.png'>fit_dataset_combined/subplot_data_logy_list_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/fit_dataset_combined/subplot_data_logy_list_fpr.png'>fit_dataset_combined/subplot_data_logy_list_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/fit_dataset_combined/subplot_normalized_residual_map_list.png'>fit_dataset_combined/subplot_normalized_residual_map_list.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/fit_dataset_combined/subplot_residual_map_list.png'>fit_dataset_combined/subplot_residual_map_list.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/fit_dataset_combined/subplot_residual_map_list_eper.png'>fit_dataset_combined/subplot_residual_map_list_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/fit_dataset_combined/subplot_residual_map_list_fpr.png'>fit_dataset_combined/subplot_residual_map_list_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/dataset/data.png'>norm_5000/dataset/data.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/dataset/data_eper.png'>norm_5000/dataset/data_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/dataset/data_fpr.png'>norm_5000/dataset/data_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/dataset/data_logy.png'>norm_5000/dataset/data_logy.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/dataset/data_logy_eper.png'>norm_5000/dataset/data_logy_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/dataset/data_logy_fpr.png'>norm_5000/dataset/data_logy_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/dataset/subplot_dataset.png'>norm_5000/dataset/subplot_dataset.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/dataset/subplot_dataset_eper.png'>norm_5000/dataset/subplot_dataset_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/dataset/subplot_dataset_fpr.png'>norm_5000/dataset/subplot_dataset_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/fit_dataset/data.png'>norm_5000/fit_dataset/data.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/fit_dataset/data_eper.png'>norm_5000/fit_dataset/data_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/fit_dataset/data_fpr.png'>norm_5000/fit_dataset/data_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/fit_dataset/data_logy.png'>norm_5000/fit_dataset/data_logy.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/fit_dataset/data_logy_eper.png'>norm_5000/fit_dataset/data_logy_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/fit_dataset/data_logy_fpr.png'>norm_5000/fit_dataset/data_logy_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/fit_dataset/residual_map.png'>norm_5000/fit_dataset/residual_map.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/fit_dataset/residual_map_logy.png'>norm_5000/fit_dataset/residual_map_logy.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/fit_dataset/subplot_fit.png'>norm_5000/fit_dataset/subplot_fit.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/fit_dataset/subplot_fit_eper.png'>norm_5000/fit_dataset/subplot_fit_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/dataset_1d/images/visualization/norm_5000/fit_dataset/subplot_fit_fpr.png'>norm_5000/fit_dataset/subplot_fit_fpr.png</a></li></ul></noscript></div></details><details class='dataset'><summary>imaging_ci</summary><div class='figure-browser'><label for='figure-3-1'>Figure</label><select id='figure-3-1'><option value=''>Choose a figure…</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/direct/chi_squared_map_parallel_eper.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/direct/chi_squared_map_parallel_eper.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fdirect%2Fchi_squared_map_parallel_eper.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fchi_squared_map_parallel_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fchi_squared_map_parallel_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fchi_squared_map_parallel_eper.png%20--%3E&amp;labels=eyes-critique'>direct/chi_squared_map_parallel_eper.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/direct/noise_map_parallel_eper.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/direct/noise_map_parallel_eper.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fdirect%2Fnoise_map_parallel_eper.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fnoise_map_parallel_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fnoise_map_parallel_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fnoise_map_parallel_eper.png%20--%3E&amp;labels=eyes-critique'>direct/noise_map_parallel_eper.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/direct/normalized_residual_map_parallel_eper.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/direct/normalized_residual_map_parallel_eper.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fdirect%2Fnormalized_residual_map_parallel_eper.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fnormalized_residual_map_parallel_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fnormalized_residual_map_parallel_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fnormalized_residual_map_parallel_eper.png%20--%3E&amp;labels=eyes-critique'>direct/normalized_residual_map_parallel_eper.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/direct/post_cti_data_parallel_eper.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/direct/post_cti_data_parallel_eper.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fdirect%2Fpost_cti_data_parallel_eper.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fpost_cti_data_parallel_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fpost_cti_data_parallel_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fpost_cti_data_parallel_eper.png%20--%3E&amp;labels=eyes-critique'>direct/post_cti_data_parallel_eper.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/direct/pre_cti_data_parallel_eper.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/direct/pre_cti_data_parallel_eper.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fdirect%2Fpre_cti_data_parallel_eper.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fpre_cti_data_parallel_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fpre_cti_data_parallel_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fpre_cti_data_parallel_eper.png%20--%3E&amp;labels=eyes-critique'>direct/pre_cti_data_parallel_eper.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/direct/pre_cti_data_residual_map.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/direct/pre_cti_data_residual_map.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fdirect%2Fpre_cti_data_residual_map.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fpre_cti_data_residual_map.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fpre_cti_data_residual_map.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fpre_cti_data_residual_map.png%20--%3E&amp;labels=eyes-critique'>direct/pre_cti_data_residual_map.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/direct/signal_to_noise_map_parallel_eper.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/direct/signal_to_noise_map_parallel_eper.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fdirect%2Fsignal_to_noise_map_parallel_eper.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fsignal_to_noise_map_parallel_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fsignal_to_noise_map_parallel_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fsignal_to_noise_map_parallel_eper.png%20--%3E&amp;labels=eyes-critique'>direct/signal_to_noise_map_parallel_eper.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/direct/subplot_noise_scaling_map_dict.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/direct/subplot_noise_scaling_map_dict.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fdirect%2Fsubplot_noise_scaling_map_dict.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fsubplot_noise_scaling_map_dict.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fsubplot_noise_scaling_map_dict.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fdirect%2Fsubplot_noise_scaling_map_dict.png%20--%3E&amp;labels=eyes-critique'>direct/subplot_noise_scaling_map_dict.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel%2Fnorm_5000%2Fdataset%2Fdata_fpr_non_uniformity.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel%2Fnorm_5000%2Fdataset%2Fdata_fpr_non_uniformity.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel%2Fnorm_5000%2Fdataset%2Fdata_fpr_non_uniformity.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel%2Fnorm_5000%2Fdataset%2Fdata_fpr_non_uniformity.png%20--%3E&amp;labels=eyes-critique'>parallel/norm_5000/dataset/data_fpr_non_uniformity.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel/norm_5000/dataset/data_logy_fpr_non_uniformity.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/parallel/norm_5000/dataset/data_logy_fpr_non_uniformity.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel%2Fnorm_5000%2Fdataset%2Fdata_logy_fpr_non_uniformity.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel%2Fnorm_5000%2Fdataset%2Fdata_logy_fpr_non_uniformity.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel%2Fnorm_5000%2Fdataset%2Fdata_logy_fpr_non_uniformity.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel%2Fnorm_5000%2Fdataset%2Fdata_logy_fpr_non_uniformity.png%20--%3E&amp;labels=eyes-critique'>parallel/norm_5000/dataset/data_logy_fpr_non_uniformity.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel%2Fnorm_5000%2Fdataset%2Fdata_logy_parallel_eper.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel%2Fnorm_5000%2Fdataset%2Fdata_logy_parallel_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel%2Fnorm_5000%2Fdataset%2Fdata_logy_parallel_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel%2Fnorm_5000%2Fdataset%2Fdata_logy_parallel_eper.png%20--%3E&amp;labels=eyes-critique'>parallel/norm_5000/dataset/data_logy_parallel_eper.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel%2Fnorm_5000%2Fdataset%2Fdata_logy_parallel_fpr.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel%2Fnorm_5000%2Fdataset%2Fdata_logy_parallel_fpr.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel%2Fnorm_5000%2Fdataset%2Fdata_logy_parallel_fpr.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel%2Fnorm_5000%2Fdataset%2Fdata_logy_parallel_fpr.png%20--%3E&amp;labels=eyes-critique'>parallel/norm_5000/dataset/data_logy_parallel_fpr.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel/norm_5000/dataset/data_parallel_eper.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/parallel/norm_5000/dataset/data_parallel_eper.png' 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fdata_serial_eper.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fdata_serial_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fdata_serial_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fdata_serial_eper.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/dataset/data_serial_eper.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/data_serial_fpr.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/data_serial_fpr.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fdata_serial_fpr.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fdata_serial_fpr.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fdata_serial_fpr.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fdata_serial_fpr.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/dataset/data_serial_fpr.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_fpr_non_uniformity.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_fpr_non_uniformity.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_fpr_non_uniformity.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_fpr_non_uniformity.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/dataset/subplot_1d_ci_fpr_non_uniformity.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/subplot_1d_ci_parallel_eper.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/subplot_1d_ci_parallel_eper.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_parallel_eper.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_parallel_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_parallel_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_parallel_eper.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/dataset/subplot_1d_ci_parallel_eper.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/subplot_1d_ci_parallel_fpr.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/subplot_1d_ci_parallel_fpr.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_parallel_fpr.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_parallel_fpr.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_parallel_fpr.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_parallel_fpr.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/dataset/subplot_1d_ci_parallel_fpr.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/subplot_1d_ci_serial_eper.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/subplot_1d_ci_serial_eper.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_serial_eper.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_serial_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_serial_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_serial_eper.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/dataset/subplot_1d_ci_serial_eper.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/subplot_1d_ci_serial_fpr.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/dataset/subplot_1d_ci_serial_fpr.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_serial_fpr.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_serial_fpr.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_serial_fpr.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_1d_ci_serial_fpr.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/dataset/subplot_1d_ci_serial_fpr.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_data_binned.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_data_binned.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_data_binned.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_data_binned.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/dataset/subplot_data_binned.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_dataset.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_dataset.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_dataset.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Fdataset%2Fsubplot_dataset.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/dataset/subplot_dataset.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fdata_logy_parallel_eper.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fdata_logy_parallel_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fdata_logy_parallel_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fdata_logy_parallel_eper.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/fit_dataset/data_logy_parallel_eper.png</option><option 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data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_logy_serial_fpr.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_logy_serial_fpr.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_logy_serial_fpr.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_logy_serial_fpr.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/fit_dataset/residual_map_logy_serial_fpr.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/residual_map_parallel_eper.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/residual_map_parallel_eper.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_parallel_eper.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_parallel_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_parallel_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_parallel_eper.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/fit_dataset/residual_map_parallel_eper.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/residual_map_parallel_fpr.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/residual_map_parallel_fpr.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_parallel_fpr.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_parallel_fpr.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_parallel_fpr.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_parallel_fpr.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/fit_dataset/residual_map_parallel_fpr.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/residual_map_serial_eper.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/residual_map_serial_eper.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_serial_eper.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_serial_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_serial_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_serial_eper.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/fit_dataset/residual_map_serial_eper.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/residual_map_serial_fpr.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/residual_map_serial_fpr.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_serial_fpr.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_serial_fpr.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_serial_fpr.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fresidual_map_serial_fpr.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/fit_dataset/residual_map_serial_fpr.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/subplot_1d_fit_ci_parallel_eper.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/subplot_1d_fit_ci_parallel_eper.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fsubplot_1d_fit_ci_parallel_eper.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fsubplot_1d_fit_ci_parallel_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fsubplot_1d_fit_ci_parallel_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fsubplot_1d_fit_ci_parallel_eper.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/fit_dataset/subplot_1d_fit_ci_parallel_eper.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/subplot_1d_fit_ci_parallel_fpr.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/subplot_1d_fit_ci_parallel_fpr.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fsubplot_1d_fit_ci_parallel_fpr.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fsubplot_1d_fit_ci_parallel_fpr.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fsubplot_1d_fit_ci_parallel_fpr.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fsubplot_1d_fit_ci_parallel_fpr.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/fit_dataset/subplot_1d_fit_ci_parallel_fpr.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/subplot_1d_fit_ci_serial_eper.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/subplot_1d_fit_ci_serial_eper.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fsubplot_1d_fit_ci_serial_eper.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fsubplot_1d_fit_ci_serial_eper.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fsubplot_1d_fit_ci_serial_eper.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fsubplot_1d_fit_ci_serial_eper.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/fit_dataset/subplot_1d_fit_ci_serial_eper.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/subplot_1d_fit_ci_serial_fpr.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/subplot_1d_fit_ci_serial_fpr.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fsubplot_1d_fit_ci_serial_fpr.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fsubplot_1d_fit_ci_serial_fpr.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fsubplot_1d_fit_ci_serial_fpr.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fsubplot_1d_fit_ci_serial_fpr.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/fit_dataset/subplot_1d_fit_ci_serial_fpr.png</option><option value='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/subplot_fit.png' data-review='Use the eyes skill. review cti scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/subplot_fit.png' data-suggest='https://github.com/PyAutoLabs/autocti_visualization/issues/new?title=figure%3A%20imaging_ci%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fsubplot_fit.png&amp;body=Figure%3A%20%60scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fsubplot_fit.png%60%0ARaw%20PNG%3A%20https%3A%2F%2Fraw.githubusercontent.com%2FPyAutoLabs%2Fautocti_visualization%2Fmain%2Fscripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fsubplot_fit.png%0AInstance%3A%20cti%20%28PyAutoLabs%2Fautocti_visualization%2C%20manifest%20%60gallery%2Fviz_manifest.yaml%60%2C%20generated%202026-09-29%2C%20rendered%20with%20autocti%202024.11.13.2%29%0AProducer%3A%20%60scripts%2Fimaging_ci%2Fvisualization.py%60%0A%0ASuggested%20improvement%3A%0A%0A%0A%3C%21--%20Say%20what%20should%20change%20and%20why.%20A%20maintainer%20turns%20an%20accepted%20critique%20into%20a%20PyAutoMind%20intake%20prompt%20and%20routes%20it%20through%20start_dev%3B%20to%20review%20it%20with%20an%20AI%20assistant%2C%20copy%3A%20Use%20the%20eyes%20skill.%20review%20cti%20scripts%2Fimaging_ci%2Fimages%2Fvisualization%2Fparallel_serial%2Fnorm_5000%2Ffit_dataset%2Fsubplot_fit.png%20--%3E&amp;labels=eyes-critique'>parallel_serial/norm_5000/fit_dataset/subplot_fit.png</option></select><p 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href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/data_parallel_eper.png'>parallel_serial/norm_5000/fit_dataset/data_parallel_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/data_parallel_fpr.png'>parallel_serial/norm_5000/fit_dataset/data_parallel_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/data_serial_eper.png'>parallel_serial/norm_5000/fit_dataset/data_serial_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/data_serial_fpr.png'>parallel_serial/norm_5000/fit_dataset/data_serial_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/residual_map_logy_parallel_eper.png'>parallel_serial/norm_5000/fit_dataset/residual_map_logy_parallel_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/residual_map_logy_parallel_fpr.png'>parallel_serial/norm_5000/fit_dataset/residual_map_logy_parallel_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/residual_map_logy_serial_eper.png'>parallel_serial/norm_5000/fit_dataset/residual_map_logy_serial_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/residual_map_logy_serial_fpr.png'>parallel_serial/norm_5000/fit_dataset/residual_map_logy_serial_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/residual_map_parallel_eper.png'>parallel_serial/norm_5000/fit_dataset/residual_map_parallel_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/residual_map_parallel_fpr.png'>parallel_serial/norm_5000/fit_dataset/residual_map_parallel_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/residual_map_serial_eper.png'>parallel_serial/norm_5000/fit_dataset/residual_map_serial_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/residual_map_serial_fpr.png'>parallel_serial/norm_5000/fit_dataset/residual_map_serial_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/subplot_1d_fit_ci_parallel_eper.png'>parallel_serial/norm_5000/fit_dataset/subplot_1d_fit_ci_parallel_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/subplot_1d_fit_ci_parallel_fpr.png'>parallel_serial/norm_5000/fit_dataset/subplot_1d_fit_ci_parallel_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/subplot_1d_fit_ci_serial_eper.png'>parallel_serial/norm_5000/fit_dataset/subplot_1d_fit_ci_serial_eper.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/subplot_1d_fit_ci_serial_fpr.png'>parallel_serial/norm_5000/fit_dataset/subplot_1d_fit_ci_serial_fpr.png</a></li><li><a href='https://raw.githubusercontent.com/PyAutoLabs/autocti_visualization/main/scripts/imaging_ci/images/visualization/parallel_serial/norm_5000/fit_dataset/subplot_fit.png'>parallel_serial/norm_5000/fit_dataset/subplot_fit.png</a></li></ul></noscript></div></details></div></details><ul class="boards"><li class="muted" style="padding:.3rem 0">Boards:</li><li><a data-organ="organism" href="https://pyautolabs.github.io/PyAutoScientist/">Scientist</a></li><li><a data-organ="brain" href="https://pyautolabs.github.io/PyAutoBrain/">Brain</a></li><li><a data-organ="mind" href="https://pyautolabs.github.io/PyAutoMind/">Mind</a></li><li><a data-organ="cortex" href="https://pyautolabs.github.io/PyAutoCortex/">Cortex</a></li><li><a data-organ="memory" href="https://pyautolabs.github.io/PyAutoMemory/">Memory</a></li><li><a data-organ="ears" href="https://pyautolabs.github.io/PyAutoEars/">Ears</a></li><li><a data-organ="heart" href="https://pyautolabs.github.io/PyAutoHeart/">Heart</a></li><li><a data-organ="hands" href="https://pyautolabs.github.io/PyAutoHands/">Hands</a></li><li><a data-organ="pulse" href="https://pyautolabs.github.io/PyAutoPulse/">Pulse</a></li><li><a data-organ="insight" href="https://pyautolabs.github.io/PyAutoInsight/">Insight</a></li><li><a data-organ="dna" href="https://pyautolabs.github.io/PyAutoDNA/">DNA</a></li><li><a data-organ="nerves" href="https://pyautolabs.github.io/PyAutoNerves/">Nerves</a></li><li><a data-organ="broca" href="https://pyautolabs.github.io/PyAutoBroca/">Broca</a></li><li><a data-organ="gut" href="https://pyautolabs.github.io/PyAutoGut/">Gut</a></li></ul></main><dialog class='figure-dialog' aria-labelledby='enlarged-title'><header><h2 id='enlarged-title'>Figure</h2><button type='button' autofocus>Close</button></header><img alt=''></dialog><script>const MAX_PROMPT_CHARS = 50000;
 function promptFits(text){
   let count=0;for(const character of text){if(++count>MAX_PROMPT_CHARS)return false;}
   return true;
diff --git a/eyes/board.py b/eyes/board.py
index 55662db..7625d08 100644
--- a/eyes/board.py
+++ b/eyes/board.py
@@ -625,7 +625,11 @@ def render_html(views) -> str:
         "<table><thead><tr><th>Library</th><th>Figures</th>"
         "<th>Rendered with</th><th>Freshness</th></tr></thead>"
         f"<tbody>{''.join(rows)}</tbody></table></div>"
-        f"{''.join(sections)}</main>"
+        f"{''.join(sections)}"
+        + shared.boards_footer(
+            shared.board_links(PAGES_URL.rstrip("/").rsplit("/", 1)[0], "eyes"), "eyes"
+        )
+        + "</main>"
         "<dialog class='figure-dialog' aria-labelledby='enlarged-title'>"
         "<header><h2 id='enlarged-title'>Figure</h2>"
         "<button type='button' autofocus>Close</button></header><img alt=''></dialog>"