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jakyeamos/README.md

Jakye Amos

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.


Public Releases

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

Product Work

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.
   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.
  • 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.

Stack

TypeScript · Python · Go · Java
Next.js · React · tRPC · Prisma · FastAPI
PostgreSQL · SQLite · Redis · AWS · Docker
pnpm monorepos · LSPs · CLIs · local-first tooling

Portfolio · LinkedIn · Email

Popular repositories Loading

  1. jakyeamos jakyeamos Public

    Python 1

  2. eslint-plugin-anti-slop eslint-plugin-anti-slop Public

    ESLint plugin for catching low-signal AI/code-review patterns before they land in production code.

    JavaScript 1

  3. Book Book Public

    HTML

  4. portfolio portfolio Public

    Front Office Amos portfolio site with project truth sync, writing, film-room surfaces, and current-work signals.

    TypeScript

  5. Bball Bball Public

    Court Vision: basketball IQ training platform with lessons, daily challenges, draft/offseason sims, and real-time flows.

    TypeScript

  6. Fantasy Fantasy Public

    Fantasy sports and basketball analytics workspace for modeling, roster context, and decision support.

    Python