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MCP Host, and Server

1d ago · 7 min read · Yes — the MCP host connects to the LLM. More precisely: ✅ Core relationship MCP host ↔ LLM ✅ MCP host ↔ multiple MCP clients ✅ MCP clients ↔ MCP servers ✅ The LLM does not talk to MCP servers dir

Cheat Sheet: Build a Comprehensive RAG Application

Mar 31 · 7 min read · FAISS vs Chroma DB Comparison FAISS (Facebook AI Similarity Search) FAISS is a library developed by Meta for fast vector search that runs on a single machine using either CPU or GPU. Key Characteristi

AI-Powered YouTube Summarizer, QA Tool with RAG, LangChain, FAISS

Mar 31 · 14 min read · In this project, you'll build a question-answering (QA) tool capable of extracting and summarizing information from YouTube videos. Leveraging LangChain and a large language model (LLM), the tool will

Advanced RAG with Vector DB and Retrievers

Mar 20 · 17 min read · Advanced Retrievers for RAG RAG pipeline has 2 separate phases Phase 1 : Ingestion (offline/preprocessing) 1) Chunking 2) Embedding 3) Indexing/Storing Phase 2: Retrieval (online at query time) this i

Vector Databases for Recommendation Systems and RAG Cheat Sheet

Mar 13 · 5 min read · What is RAG? RAG is a framework that enhances language models by retrieving relevant information from external sources and using it to generate more accurate grounded responses, and thereby reducing t