ai copilot

A practical guide to building a local-first AI copilot for Linux shells that converts natural-language tasks into safe, auditable Bash commands with explanations, confirmations, and read-only guardrails. Covers apt/dnf/zypper setup, a ~200-line script using Ollama or OpenAI, logging/history, real-world examples, Podman sandboxing, safety tips, troubleshooting, and upgrade ideas like history search and fleet execution.