Lead Engineer at Forward Automations. CS at Case Western Reserve University. 3x Amazon SDE intern across Ads and Fintech.
I build product systems, developer tooling, applied AI workflows, and data-intensive software—with an emphasis on evidence, clear operating boundaries, and usable interfaces.
| Project | Release | Focus |
|---|---|---|
| Agent Eval Contract | PyPI v0.2.0; repo tag v0.3.0 |
Typed cases, rubrics, evidence, and result contracts for agent evaluation |
| 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 |
| Quality Runner | PyPI v0.6.0 |
Proof-oriented repository quality checks and machine-readable evidence |
| Research Domain Writing | PyPI v0.1.0; repo tag v0.2.2 |
Source-grounded writing workflows with claim discipline |
| Terrace | npm v0.1.1 |
Spec-driven workflow CLI for AI-assisted development |
| TMCP | GitHub release v0.5.8 |
MCP/plugin workflows for audits, readiness, routing, and handoffs |
Developer Tooling · 34 repositories
Tools for agents, code quality, review, evidence, and controlled automation.
Highlights
- AIOS — Operating system for work context, agent workflows, durable project memory, and governed execution.
- Pronto — Local-first repository, worktree, quality-evidence, and release-preparation command center
- Structural Diff — Deterministic local analyzer that turns TypeScript and JavaScript change structure into evidence-bound review surfaces.
↳ Agent-enabled · 7 repositories
Infrastructure and contracts that make agent workflows bounded, inspectable, and reusable.
- Agent Eval Runtime — Runtime for executing agent evaluation runs, paired comparisons, and retained result artifacts.
- Agent Router — Local-first, evidence-backed multi-agent router that plans work, scores providers, dispatches bounded execution, and returns receipts.
- AI Context Runtime — Local-first Python and SQLite runtime for context events, knowledge inputs, packets, handoffs, and report-only session intelligence.
- AI Workflow Leverage — Evidence-bounded discovery, testing, quantification, and review-gated promotion-candidate pipeline for Jakye's portable agentic setup.
- Context Compiler Contract — Portable ESM validators for compiled-context results and routing manifests
- Jakye Skill Family — Local code-and-contract family of audit-derived preference skills for bounded conversation, recommendations, drafts, and private reflection.
- Portable Agentic Workbench — Vendor-neutral context, routing, safety, evaluation, and durable-handoff contracts
↳ Quality and Review · 10 repositories
Developer-facing checks and review surfaces that make software quality easier to act on.
- Behavior Coverage Atlas — Repository-owned map from named product behavior to tests and recent execution evidence.
- Quality Lens — IDE-native, human-complete inspection and action surface for deterministic Quality Runner findings.
- Quality Setup — Human-first setup and diagnostics workflow for making repository quality checks understandable and runnable.
- Readiness Inspector — Local inspector that explains whether a repository or change is ready for a stated goal.
- Remediation Canvas — IDE-native workspace for turning a bounded set of quality findings into reviewable human action.
- Review Attention Map — Human-first review surface that helps a reviewer spend attention where evidence says it matters.
- Review Sandbox — Deterministic, disposable local workflow for exercising one meaningful change scenario without an agent or cloud preview.
- Rule Lab — Workbench for understanding, editing, and verifying developer-quality rules without an AI agent.
- Test Intent Registry — CLI that connects repository-owned test intent to explainable lifecycle evidence.
- Workflow Gateboard — Local board for running and understanding repository-declared development gates.
↳ Change and Evidence · 9 repositories
Tools that explain changes, preserve evidence, and reduce integration uncertainty.
- Change Integration Simulator — Disposable local simulation of integrating one change into one explicit target, reporting conflicts and declared gate evidence.
- Change Radius — Change Radar that explains the bounded behavioral and integration radius of a code change with versioned evidence and explicit uncertainty.
- Contract Watch — Local change watcher for declared interfaces, schemas, and compatibility boundaries.
- Debug Trail — Investigation workbench that preserves hypotheses, experiments, evidence, and next steps for human debugging.
- Deletion Proof Workbench — Local workbench for forming and testing bounded code-deletion claims while keeping unknown consumers and recovery visible.
- Evidence Replay — Local viewer for inspecting, navigating, and selectively rerunning the evidence behind a development claim.
- Failure Capsule — Local packaging workflow that preserves the minimum useful evidence for a failed or inconclusive development action.
- Pattern Atlas — Standalone, agent-independent map of structural implementation families and the evidence behind their organizational meaning.
- Steward — Policy governance core that resolves versioned policy-as-code, evaluates deterministic TypeScript and JavaScript dependency boundaries, and preserves evidence-backed receipts.
↳ Automation and Control · 5 repositories
Guarded automation and local control planes with explicit human boundaries.
- Attentiond — Local macOS attention utility for coding agents.
- Automation Flight Recorder — Local recorder and viewer for bounded development automation runs, including steps, inputs, outputs, timings, and failures.
- Browser Control — Local Chrome MV3 provider that lets a Codex client observe authorized browser state, propose bounded mutations, obtain human approval, apply once, and verify the resulting Chrome state.
- CI Incident Router — Deterministic bridge from failed GitHub Actions runs to bounded Codex prompts.
- Mac Control — macctl, a command-first owner-only macOS control plane with guarded local execution, durable redacted evidence, and explicit provider boundaries.
Product Systems · 11 repositories
End-to-end products that turn domain workflows into usable software systems.
Highlights
- BidCamp — Multi-tenant operating system for MBE/MWBE-certified firms pursuing government contracts.
- Court Vision — Court Vision, a free web-first basketball IQ training platform that teaches users through Player, Coach, and GM lenses.
- Tenure — Knowledge operating system that turns specialist expertise into permissioned guidance and surfaces process gaps and staleness.
↳ Sports and Analytics · 5 repositories
Sports products and analytical systems spanning training, scouting, and modeling.
- Cap Fit Builder — Team-context roster construction engine for evaluating player fit against needs, role value, contracts, and acquisition realism.
- CLFE — Audit-first public-data context-intelligence package for explaining how player value changes across lineup contexts.
- Fantasy — Dynasty fantasy football intelligence product for format-aware team decisions.
- LIS — Python analytics package for NBA game-control scoring with live-data ingestion, cached rescoring, confidence tiers, and player-level diagnostics.
- Women's Stats — Women’s basketball analytics scaffold supporting normalized data, multiple analysis modes, reports, and explicit uncertainty.
↳ Work and Operations · 3 repositories
Operational software for teams, professionals, and repeatable business workflows.
- Career Ops — Human-in-the-loop job search command center that turns official postings into evidence-bound fit evaluations, tailored materials, tracker records, and draft-only outreach.
- CrimClock — Legal-time intelligence for procedural deadlines, sentencing, parole eligibility, custody impact, and case timelines.
- Participant Dedup — Google Sheets review tool that finds likely duplicate participant rows, explains the match, and applies reviewer-approved deletions atomically on a copy with an audit trail.
Creative and Consumer · 5 repositories
Experiments and products for media, publishing, and visual interaction.
Highlights
- Front Office Amos — Vite and React portfolio surface that projects evidence-backed project status through an explicit content and tracker allowlist.
- Pixel Art Workbench — Local-first, region-aware pixel-art underpainting workbench and CLI.
- Book — Browser-based interactive reading and authoring product that presents chapter fragments as cinematic, chapter-specific reading experiences and supports a private Author Studio for content operations.
↳ Music and Media · 1 repository
Consumer experiences for music, taste, and media discovery.
- Soundscape — Music-taste platform for capturing reactions, comparing trusted perspectives, discovering music, and revisiting how taste changes over time.
↳ Publishing · 1 repository
Editorial and portfolio systems for presenting authored work.
- Dispatches from Cyberspace — Versioned publishing platform for authored dispatches with drafts, publication, comments, reactions, JSON Feed, sitemap, and authenticated authorization.
Research and Education · 6 repositories
Applied research, data science, and continuing academic work.
Highlights
- Issue Resolution Risk — Open-source issue-resolution modeling and triage dashboard combining a survival-analysis pipeline with an inspectable web surface.
- RemodelVision — Continuing school project that turns a room photo and renovation brief into a visual concept and indicative cost estimate.
↳ Data Science · 4 repositories
Research pipelines and inspectable analytical applications.
- LaxDS — Lacrosse analytics research and data-science scaffold with explicit provenance and data-governance concerns.
- Marketing Autoresearch — Experimental, portable evidence-bounded weekly SEO and AEO research loop for selected portfolio and product surfaces.
- RTE Transferable Signals — Capstone layer for translating role signals into draft-slot-relative upside, floor, and risk labels for a versioned board.
- Signal Lab — Basketball analytics project that estimates metric reliability across sample size, player role, competition, and context, with a bounded role-translation MVP and reporting surface.
TypeScript · Python · Go · Java
Next.js · React · tRPC · Prisma · FastAPI
PostgreSQL · SQLite · Redis · AWS · Docker
pnpm monorepos · LSPs · CLIs · local-first tooling



