hallucination reduction

Build practical, Unix-style Retrieval-Augmented Generation in the Linux terminal: a tiny Python+SQLite embeddings indexer chunks/searches your local text and pipes context to OpenAI or llama.cpp. The post ships steps, tooling, and four projects—man pages+/etc helper, log triage, repo/script navigator, offline ops handbook—for grounded, auditable, repeatable answers you control.