ESP32-S3 Bench Guide
ESP32-S3 N16R8 bench guide: live pinout, lessons, simulators and the bench log.
Find a mentor who opted in to help, with a transparent, fairness-tested match and a plan for your first conversation.
EducationTypeScript · CSSGitHub @skhadderOnlineOwner unconfirmed
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Transparent AI matching that connects beginners with the right mentor, plus a personalized playbook for every conversation. Built for SpartHill Hacks 2026, IBM track.
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Read the full README ↗Matches beginners with mentors who opted in, using transparent, fairness-tested scoring, then prepares a conversation playbook. Hackathon prototype: all 50 mentors are fictional.
npm install
cp .env.example .env.local # optional: add ANTHROPIC_API_KEY for AI text
npm run dev # http://localhost:3000
npm test # Vitest
Without an API key every screen still works using template text.
lib/matching.ts: plain-code matcher (filters, stage weights, fairness adjustment). Never reads names.lib/requests.ts, lib/store.ts: meeting requests and capacity, stored in .data/db.json (created from data/mentors.json on first run; POST /api/seed resets it).lib/llm.ts, app/api/explain, app/api/playbook: server-side AI for "Why this match" and playbooks only. The key never reaches the browser./mentor is a demo "View as mentor" selector, not real authentication.