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engineering-notes

Technical write-ups on some of the harder problems I came across.

Paper Topic Stack
3d on the web Building stylized procedural 3D objects for the web without an asset pipeline Three.js, React 19, Next.js 15
Chat bot memory Persistent memory for a Twitch chat bot without storing raw chat logs C#, Streamer.bot, Gemini Flash
Collab detection Confidence-ranked collab detection for Twitch from several imperfect signals Twitch Helix API, Prisma, PostgreSQL
How I built P.A.T.H.O.S. Building a job-search system around deterministic scoring, constrained AI, and pipeline intelligence React 19, Supabase, Gemini
Glass Box transparency Glass Box transparency for persona state, optimizer stages, and inbound job intelligence React 19, Supabase, Gemini
Email sync Deterministic-first inbound email sync for job-search pipelines with review and undo Supabase Edge Functions, TypeScript, LLM Fallback
ML prediction Adding a learned prediction layer without replacing the deterministic scoring engine JavaScript, Supabase, PostgreSQL

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Technical write-ups on some of the harder problems I came across.

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