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I turn ambiguous workflows into dependable AI products, designing the interface, the intelligence layer, and the cloud systems as one connected mission.
| Product layer | Intelligence layer | Systems layer |
|---|---|---|
| AI-assisted workflows with clear human checkpoints | Agent orchestration, research flows, evaluation, and APIs | Containerized services, Kubernetes delivery, monitoring, and production checks |
Three flagship systems, each shown as the path a request takes through it.
A read-only GitHub CLI that explains why a pull request is blocked, separates observed blockers from missing evidence, and names who can act next. It never comments, approves, reruns, or merges.
npm install -g maniflight → · Website · Live self-scan · Source
Reveal the Maniflight systems aboard
pull request → read-only GitHub evidence → blockers + unknowns → next actor → terminal or JSON
- TypeScript on Node.js 22.12+ and Node.js 24
- Combines PR metadata, reviews, checks, statuses, Actions runs, and active branch rules
- Stable, schema-versioned terminal and JSON diagnostics
- Repository scan remains available as a secondary GitHub Action with accessible HTML and SVG reports
Turns a resume and a target role into fit analysis, gap guidance, tailored documents, and interview prep, with auth, saved projects, and paid entitlements in production.
Reveal the RoleForge systems aboard
resume upload → target role → fit and gap analysis → guided edits → application materials → export
- Next.js 16, React 19, and TypeScript
- Supabase authentication and saved projects
- Stripe-backed entitlement flows
- Light/dark themes and browser-level production smoke checks
A Kubernetes-native research-agent platform: a FastAPI control plane fans questions out to queued workers, with Helm, Argo CD, autoscaling, and Prometheus making it operable, not just diagrammable.
Reveal the KubeResearch systems aboard
research query → FastAPI control plane → Redis queue → worker fleet → persisted report
- FastAPI, Redis, PostgreSQL, and a React dashboard
- Kubernetes, Helm, Argo CD, HPA, NetworkPolicy, and Prometheus
- Deterministic mock mode for local and repeatable runs
- Optional NVIDIA-hosted, NIM-compatible execution path
Independent project inspired by NVIDIA AI-Q; not affiliated with or endorsed by NVIDIA.
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| Mission | Primary language | Last public push |
|---|---|---|
| Maniflight | TypeScript | 2026-10-01 |
| RoleForge AI | TypeScript | 2026-10-02 |
| KubeResearch AIQ | Python | 2026-04-23 |
Mission archive: earlier projects
- Resume Tailor Backend: a standalone FastAPI service for job-description analysis, compatibility scoring, Gemini-assisted tailoring, DOCX generation, and Docker/Cloud Run deployment.
- CollegeProjects: a C++ learning archive that includes a Key Management System and a Tamagotchi-style pet game.
signal from ash. · all stars reserved ✦