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1. rag-techniques-playbook rag-techniques-playbook Public

   A comprehensive catalog of 34 Retrieval-Augmented Generation (RAG) techniques. Features Python pseudocode, pros/cons, and architecture concepts ranging from basic retrieval to advanced agentic RAG,…

   69 15

2. langchain-local-rag-qa-handbook langchain-local-rag-qa-handbook Public

   A 100% local Question Answering (QA) system built with LangChain RAG. This project loads a QA handbook PDF, creates embeddings locally, stores them in FAISS, and answers questions using a local LLM…

   Python 15 2

3. loop-engineering loop-engineering Public

   A small, runnable reference implementation that accompanies Loop Engineering: A Practitioner's Guide. Each module maps to a chapter so you can read the book and the source side by side.

   Python 18 6

4. memory-rag memory-rag Public

   An agentic Retrieval-Augmented Generation (RAG) system built with FastAPI, LangGraph, and Ollama, featuring a modern Next.js 15 App Router UI. The system supports user authentication, multi-tier co…

   Python 11 3

5. recommendation-system-rag recommendation-system-rag Public

   An interactive, chat-driven learning system and production reference architecture for recommendation-system engineering, built with FastAPI, LangGraph, Ollama, and pgvector, and fronted by a modern…

   Python 10 1

6. llm-system-design llm-system-design Public

   A production-grade LLM System Design platform & interactive lab. Features a pure-Python LLM serving, RAG, routing, safety, and agent control plane (150+ offline tests) plus a LangChain + Streamlit …

   Python 12 5