ESP32-S3 Bench Guide
ESP32-S3 N16R8 bench guide: live pinout, lessons, simulators and the bench log.
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Next.js 16 app for PrepWise: landing, auth, onboarding, dashboard, roadmap,
progress, practice, and the Study Session (/chat).
Port 3000. Django (:8000) is auth and roadmaps. The Learning Agent
(:8001) is live chat. The student does not pick an agent.
Chat UI: src/components/chat/ (ChatWorkspace.tsx + hooks).
Every student-facing string goes through prepareMathMarkdown (src/lib/math/mathHarden.ts)
before react-markdown sees it. Three layers, in order:查看完整 README ↗Next.js 16 app for JEEPath: landing, auth, onboarding, dashboard, roadmap,
progress, practice, and the Study Session (/chat).
Port 3000. Django (:8000) is auth and roadmaps. The Learning Agent
(:8001) is live chat. The student does not pick an agent.
| Path | What |
|---|---|
/ | Marketing landing |
/auth | Login / signup |
/onboarding | Journey, exam, placement |
/dashboard | Streak, queue, custom session |
/roadmap | PCM path |
/progress | Mastery |
/practice | Practice canvas |
/chat, /chat/[sessionId] | Study Session |
Chat UI: src/components/chat/ (ChatWorkspace.tsx + hooks).
Every student-facing string goes through prepareMathMarkdown (src/lib/math/mathHarden.ts)
before react-markdown sees it. Three layers, in order:
| layer | file | job |
|---|---|---|
| normalise | src/lib/math/markdownMath.ts | \(…\)/\[…\] → $/$$, unicode → macros, escape prices, unwrap sentences the model wrapped in $…$, delimit bare TeX, give display blocks their own line |
| choose | src/lib/math/mathHarden.ts | run the aggressive and conservative pipelines, score both with KaTeX, keep the better one — preprocessing may not make a message worse |
| veto | src/lib/math/mathHarden.ts | parse each span with KaTeX itself; what it rejects becomes text, not a red error |
| guarantee | src/lib/math/rehypeKatexSafe.ts | runs after rehype-katex and replaces any surviving error node with the formula as code |
The last layer is the one that actually guarantees it. A regex cannot reproduce exactly which substrings remark-math treats as maths — auditing the corpus found five error nodes the pre-pass had never inspected — so the final check happens after KaTeX has run, where there is nothing left to guess.
npm run test:latex # 1500+ fixtures: nothing breaks, and no valid maths is lost
npm run test:render # the real remark-math → rehype-katex pipeline, 0 error nodes
npm run latex:audit # corpus fixture, fails on any breakage
npm run latex:render # corpus fixture through the real pipeline
Regenerate fixtures/latex-corpus.json from the agent with make latex-fixture; the
agent side of the same contract lives in Aeropt-agent/utils/latex_guidelines.py and
Aeropt-agent/tests/test_latex_contract.py.
Copy .env.example to .env.local:
NEXT_PUBLIC_API_BASE_URL=http://127.0.0.1:8000/api/v1
npm install
npm run dev
| Command | What |
|---|---|
npm run dev | Dev server |
npm run ci / make ci | Lint, math self-test, typecheck, production build |
npm run start | Serve a production build |
make deploy | Start :3000 if it is down |
Stack: Next.js 16, React 19, Tailwind CSS 4, TypeScript.