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Best Way to Run 31B Models on a Laptop? Treat Them Like Databases
LARQL decompiles transformer weights into a queryable graph called a vindex. The project pitches a new shape for local inference: walk a subgraph, patch facts, stream from disk. Here's what's real, what's claimed, and what's still research.
RAG Pipeline for Local AI: A Practical Guide to Retrieval-Augmented Generation
Build a local RAG pipeline with Ollama, ChromaDB, and your own documents. Chunking strategies, embedding models, vector stores, and the failure modes nobody warns you about.