llm-self-loop
Installation
SKILL.md
The job: turn workflows that need a human in the inner loop into workflows the LLM closes itself. The two halves are removing the trigger gate and opening observability.
Surface the gate first
Before proposing changes, name the trigger gate explicitly:
- What action requires a human right now? (button click, screenshot inspection, terminal interaction, web-form submission)
- What signal does the human provide that the LLM cannot get on its own? (visual confirmation, copy-paste, secret value, eyeball verdict)
- Where does the result go? (chat memory, screenshot, mental note)
Most loops have one or two gates that, removed, collapse the cycle to seconds. Pick the smallest gate first.
Structural fixes
Web-UI trigger → CLI trigger
If the workflow is gated by clicking in a web app, find or build the equivalent CLI command. Webhooks, REST endpoints, gh / aws / gcloud CLI subcommands, internal just targets — anything programmatically invokable. The LLM can then loop without leaving its session.