Muahmmad Shoaib

NOEMA-AI — a hybrid RAG platform combining vector + BM25 retrieval (Reciprocal Rank Fusion), multi-turn chat with session memory, streaming answers (SSE), a LangGraph pipeline with guardrails, an MCP server, and a built-in web UI. FastAPI backend, Dockerized, fully tested.

Hands-on LangChain, LangGraph, and MCP (Model Context Protocol) notebooks and projects — covering ReAct agents, tool calling, structured output, middleware, streaming, and human-in-the-loop workflows, plus working MCP client/server examples.