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 Tips
Practical AI productivity tips and workflows for everyday work
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.