Instant feedback on drafts mapped to the teacher's rubric
Intermediate14h1–2
LLMNext.jsPostgres
17/20Students record how they used AI on an assignment for honest disclosure.
Build AI-Use Transparency Log for students and teachers in ~12h with 1–2 people. Stack: Next.js + LLM + Postgres.
Why it wins: Timely and constructive.
| Tech | Role | |
|---|---|---|
| Next.js | Frontend + API routes | Web |
| LLM | Language model | AI |
| Postgres | Relational database | Data |
Instant feedback on drafts mapped to the teacher's rubric
Students review each other's code anonymously with a guided checklist
EdTech
A tutor that asks guiding questions instead of giving answers