Building Private Offline RAG in Pure Python: Ollama, SQLite-Vec & Function Calling Agents

Paying metered per-million-token bills to OpenAI or Anthropic is killing AI startup margins in 2026. If your application handles 10,000 queries per day with multi-turn context and reasoning models, yo