agentic ai

Agentic AI on Linux turns LLMs into safe, auditable doers that plan, call whitelisted shell tools, and verify results—mapping naturally to systemd, journald, and the CLI. This guide shows why now (mature local models, governance, ops pain) and how: build llama.cpp, write a minimal Bash agent with JSON I/O and firejail, run via timers/inotify, log and evaluate, start read-only, and expand carefully.