The TL;DR

If you need to spin up a local, privacy-first AI agent that can query your own internal documents without sending data to third-party APIs, this guide covers the exact architecture using TypeScript, Python, and Ollama.

Time to complete: ~15 minutes.

Prerequisites: Python 3.10+ or Node.js installed, basic familiarity with embeddings.

The Problem: API Costs & Data Privacy