Lead Engineer at Forward Automations. CS at Case Western Reserve University. 3x Amazon SDE intern across Ads and Fintech.
I build developer tools, backend-heavy product systems, and local-first AI workflows.
5,554 GitHub contributions in the past 12 months.
| Project | Release | Focus |
|---|---|---|
| Quality Runner | PyPI v0.6.0 |
Proof-oriented repository quality checks and machine-readable evidence |
| ESLint Anti-Slop | npm v0.5.0 |
Static analysis for low-signal AI and review patterns |
| Pre-CR Suite | npm @pre-cr/* v0.1.0 |
Changed-line coverage and pre-review readiness tooling |
| Agent Eval Contract | PyPI v0.2.0; repo tag v0.3.0 |
Typed cases, rubrics, evidence, and result contracts for agent evaluation |
| Research Domain Writing | PyPI v0.1.0; repo tag v0.2.2 |
Source-grounded writing workflows with claim discipline |
| TMCP | GitHub release v0.5.8 |
MCP/plugin workflows for audits, readiness, routing, and handoffs |
| Terrace | npm v0.1.1 |
Spec-driven workflow CLI for AI-assisted development |
| System | Focus |
|---|---|
| Pronto | Local-first repository, worktree, quality-evidence, and release-preparation command center |
| Portable Agentic Workbench | Vendor-neutral context, routing, safety, evaluation, and durable-handoff contracts |
| Context Compiler Contract | Portable ESM validators for compiled-context results and routing manifests |
Current work spans agent infrastructure, career operations, product engineering, music, sports analytics, and applied AI.
I build product systems from evidence-heavy internal tools to public-facing applications.
I write about implementation, evidence, and AI systems at FRMWRK Labs.
TypeScript · Python · Go · Java
Next.js · React · tRPC · Prisma · FastAPI
PostgreSQL · SQLite · Redis · AWS · Docker
pnpm monorepos · LSPs · CLIs · local-first tooling



