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Jacob-Met/README.md
Jacob Metoyer — research, computation, software, and making

Hi, I'm Jacob.

CS + physics at Cal State Long Beach (biology minor), BUILD Scholar working toward MD/PhD training. I direct AI agents to build research software, games and tools, and I decide what ships. Checks come before claims: runnable demos, public source where possible, and explicit limits.

Now

  • Hamon — my studio: tools for AI, experiences for people.
  • Hamon Engine (private source) — a Rust + wgpu engine built for AI agents to drive: typed ECS commands, replay and agent control. Current work is a humanoid character creator whose quality is held by numeric gates (seams, penetration, stretch, gait) rather than eyeballed renders — species bodies, tails and ears with spring physics, and strand fur.
  • Wildside — enter the living worlds of the places around you. Playable in the browser.

Recent public work

Project What it is
TowerOps Synthetic ATC conflict-awareness and bounded-agent research demo; not operational ATC.
CaptureSuite Windows-first multimodal research capture: daemon, versioned worker plugins, sealed sessions, PySide6 UI.
NULLGARDEN Executable negative controls for scientific ML — does that AUC survive when the signal is removed?
Experimental Earth Local workbench for investigating water, shade and terrain changes to a real place. Early.
TestPilot Agent that writes, runs and repairs regression tests for a diff (Nebius × NVIDIA hackathon).
household-ledger-mcp Typed TypeScript MCP server for household income, expenses and budgets.
CanvasPilot MCP server + CLI for Canvas LMS that rides your existing browser session.
RecallWeave Browser-only learning toolkit with a transparent Bayesian learner; no learning-gain claim.

Small prototypes (Oct 2026): forkscope · worldlaw · equivia · masks · shadow-stage · common-test · crosswire · quiet-mesh · assumption-arcade · pausepoint · loopkind · ludolingua

Also: workflow-checks · multi-agent-fanout-engine · uma-sim · Spire of Octaves (my fiction world)

Research

Gait and rehabilitation, behavioral neurobiology, protein molecular dynamics, and collaborative surgical-ergonomics work. Research contributions are collaborative; synthetic demos are not evidence of clinical validity or savings on someone else's data.

jacobmetoyer.com · hamon.works · LinkedIn

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  1. workflow-checks workflow-checks Public

    Evidence-first back-office checks on synthetic data: freight detention & carrier invoice audit, PT authorization worklist, utility bill exceptions. Python stdlib.

    Python

  2. CaptureSuite CaptureSuite Public

    Windows-first multimodal research capture — daemon, versioned worker plugins, sealed sessions, PySide6 operator UI

    Python 1

  3. canvaspilot canvaspilot Public

    Agentic Canvas LMS tooling — MCP + CLI, stay-open SSO session broker, structured Canvas REST tools

    Python

  4. TowerOps TowerOps Public

    Synthetic ATC conflict-awareness and bounded-agent research demo built with Strands Agents

    Python

  5. testpilot testpilot Public

    Agent that writes, runs and repairs regression tests for a diff. Nebius x NVIDIA Global AI Hackathon entry (Token Factory / Nemotron).

    Python 1

  6. uma-sim uma-sim Public

    Unofficial Umamusume career simulator in Rust: models training turns, events and outcomes.

    Rust 1