tony kipkemboi

i'm a developer advocate, software developer, and community builder. i work at a startup called crewai, where i teach developers how to build ai agents.

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saas isn’t dying—it's becoming the toolbox for ai agents

saas isn’t disappearing—it’s evolving into the backend infrastructure that ai agents use to get work done.

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Ollama PDF RAG

A locally-hosted RAG (Retrieval-Augmented Generation) system that allows users to chat with their PDF documents using Ollama and LangChain. Features include document chunking, vector embeddings, and semantic search.

PythonOllamaLangChainStreamlitFAISS

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how to chat with your pdfs using local large language models [ollama rag]

how to chat with your pdfs using local large language models [ollama rag]

140K+ views

learn how to build a powerful pdf chat system using ollama and langchain. this tutorial shows you how to create a retrieval-augmented generation (rag) system that runs completely on your local machine.