ralph-loop-crew

Automate iterative loops by defining measurable completion criteria and running verification commands after each iteration. This structured loop management ensures tasks finish reliably without manual supervision.

Structured completion criteria are measurable goals that determine when an automated loop is done. They eliminate ambiguous, endless iterations by providing clear success conditions for the verification process.

Automated verification detects project tooling to run appropriate test, lint, or build commands after each iteration. This dynamic tool detection adapts to your environment without requiring manual command configuration.

Configure dynamic iteration budgeting by generating a configuration file to track progress and iterations. This file manages loop execution and ensures your data processing pipelines satisfy defined success conditions.

The best way to prevent endless iteration loops is applying structured completion criteria with automated verification. This approach emits a JSON context packet summarizing outcomes, iterations, and any remaining work.

Automated loops fail to stop when structured completion criteria are not met or verification commands fail. Ensure your success conditions are measurable and that tool detection correctly identifies your testing framework.