How to Run an AI Chatbot Locally on Your Own PC
A step-by-step guide to running a private, offline AI chatbot on your own PC using free tools like Ollama and LM Studio, plus the hardware, models, and tradeoffs to know before you start.
"AI productivity"
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Stop Guessing Why Your RAG Fails: Mastering Small Context Window Limits
Standard RAG systems often fail on consumer hardware not because of poor retrieval, but because they lack a proper context budget. By implementing a hierarchical summary routing layer—using summaries for discovery and raw chunks for answering developers can ensure the most relevant evidence actually reaches the model, even within tight token constraints.