Hands-on LLM and NLP notebooks—each project is a self-contained pipeline you can run and extend.
| Project | Description |
|---|---|
| rag-faiss-crossencoder | Ask questions over a PDF: embed chunks, retrieve with FAISS, rerank with a cross-encoder, then answer with OpenAI. |
| vfs-marketplace-agent | Marketplace agent that treats domain state as a lazy virtual file system—read markdown, write JSON, Postgres stays the source of truth. |
| skill-tree-rag | Terminal chatbot where markdown skill trees are first-class tools, synced into typed tool calling for the agent. |
Create a .env file in the repo root:
OPENAI_API_KEY=sk-proj-your-api-key-here
MIT License
Contributions are welcome! Please feel free to submit issues, feature requests, or pull requests.