{"id":"ftl2-ai-loop-observe-uses-shell-module","text":"AI-loop observe steps can use the `shell` (or `command`) module with `cmd` and `host` parameters to run arbitrary commands for state gathering.","truth_value":"IN","source":"entries/2026/05/11/deployments-stargate-rules-ensure_stargate_python_packages.md","source_url":"","source_hash":"","justifications":[],"dependents":[],"metadata":{},"explanation":{"steps":[{"node":"ftl2-ai-loop-observe-uses-shell-module","truth_value":"IN","reason":"premise"}]}}