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socratink-app

socratink-app is an MVP-stage learning product deployed on Vercel serverless.

The repo contains two closely related layers:

  • the hosted app: FastAPI backend plus a vanilla JS frontend in public/
  • the socratink prompt and skill assets in learnops/ that shape extraction and drill behavior

The product doctrine is stable even while implementation is still moving:

  • generation before recognition
  • the graph tells the truth
  • AI should remove prep friction and increase truthful retrieval reps
  • local success does not validate hosted behavior

Start Here

Repo Shape

  • main.py and api/ FastAPI app and Vercel entrypoint.
  • ai_service.py Model-facing extraction and drill logic.
  • public/ Hosted frontend.
  • learnops/ Prompt assets and skill artifacts used by the product.
  • docs/ Product, drill, project, and agent workflow docs.

Local Run

uvicorn main:app --reload

Then open http://localhost:8000.

About

The socratink web application — AI-native learning product that extracts knowledge maps and verifies understanding through Socratic drilling.

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