Build a Fully‑Local Python CLI Agent with Ollama—No Cloud API Required
The guide shows how to wire up Ollama’s Qwen model with Python to create a CLI agent that can run shell commands via tool‑calling. Everything runs on your machine, eliminating cloud costs and latency, while still giving you a conversational interface for automating terminal tasks.