Building practical AI tooling, developer workflows, and energy / IoT systems.
- aeoptimize checks whether static sites and documentation are ready for AI search, locally and in CI.
- visual-fix locates a pointed UI defect in source code, asks for approval on the exact patch, and verifies the result.
I contribute focused fixes, documentation, and developer tooling to projects including pandas, Zarr, and cognee.
Practical AI tooling, developer infrastructure, and maintainable open-source workflows.



