ftl2-ai-loop-observe-uses-shell-module

Status: IN

AI-loop observe steps can use the `shell` (or `command`) module with `cmd` and `host` parameters to run arbitrary commands for state gathering.

Source: entries/2026/05/11/deployments-stargate-rules-ensure_stargate_python_packages.md

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