Really interesting project. The intelligence laddering and on-device tool calling are especially cool. Nice work getting this running across so many platforms!

Thank you!

Nice content definetely would give a try

Thanks! Let me know what you build with it/if you have any suggestions or feedback!

for me it was learning devops

Which books ?

If your RAG retrieves the wrong chunks, your answer can be confidently wrong. And the LLM won't tell you.

I built a practical LangGraph implementation that makes the RAG system check its retrieval, correct it and retry when necessary.

Free version: https://github.com/ChandulaSenevirathna/Agentic_RAG

Advanced version: https://chandula7.gumroad.com/l/Advanced_RAG_LangGraph_Patte...

The advanced version includes Corrective RAG, Adaptive RAG, Human-in-the-Loop, Multi-Agent Supervisor, Parallel Fan-Out and Plan-and-Execute patterns.

Thats kinda risky

Nice UI