cursor-loop-workshop

Scaffold a bring-your-own-repo loop task: find a failing verifier, write tasks/<id>.yaml, and run the loop in the user's codebase. Use when applying Loop Engineering outside atlas-oms or when the user says BYO or "my own repo."

Run a disciplined agentic loop on a verifiable task: goal → act → verify → correct → repeat until green or blocked. Use when executing a loop task with a machine-checkable verifier, or when the user asks to "run the loop."

Run prompt-only vs agent-loop vs background-agent comparison on the same task and log structured metrics. Use for workshop demos, A/B evidence, or cohort measurement.

Design a machine-checkable verifier for an agentic loop task. Use when defining definition-of-done, writing a new loop task, or when a loop fails because the success criterion is ambiguous.