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

Hi, I'm Jacob.

CS and physics undergraduate (biology minor) at CSULB, BUILD Scholar, aiming for an MD/PhD. I build scientific software and agentic AI systems, and I care most about measurement: tools whose results you can inspect, reproduce, and check.

Research: behavior and neurobiology · protein molecular dynamics · gait and rehabilitation · collaborative surgical-ergonomics work. Independent work: human–AI collaboration and agent systems — building them, studying where they fail, and finding when a procedure can be reused reliably instead of reasoned through again.

Featured work

Project What it is
workflow-checks Evidence-first back-office checks: freight detention and carrier invoice audit, PT authorization worklist, utility bill exceptions. Python stdlib, tested in CI, synthetic data. Live sample outputs →
CaptureSuite Windows-first multimodal research capture: daemon, versioned worker plugins, sealed sessions, PySide6 operator UI.
CanvasPilot Agentic Canvas LMS tools for LLMs — an MCP server + CLI driven by your own authenticated browser session.
TowerOps Synthetic air-traffic decision-support demo (Strands Agents) where deterministic checks gate every state change behind conflict projection, approval, and readback.
uma-sim Unofficial Umamusume career simulator in Rust.

Hackathon builds: testpilot (agent that writes, runs and repairs regression tests for a diff) · ledgerly (invoice + payout copilot with a human approval gate) · tastetable (weekly outing planner for seniors and caregivers on Qloo taste signals).

Each repository documents its scope, evidence, and limitations. Research contributions are collaborative, not claims of independent clinical validation.

Working together

Open to research collaborations and scoped pilots: understand an existing process, build a bounded alternative, and measure quality, time, cost, and human intervention against it.

Outside the lab: cosplay, physical making, music, anime, games.

jacobmetoyer.com → · LinkedIn

Pinned Loading

  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

  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

  6. uma-sim uma-sim Public

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

    Rust 1