What problem does it solve?
This Skill prevents autonomy rules from drifting out of sync with the classifier that detects stalled or unsafe agent behavior, ensuring new stop-gate rules are generalized, consistently implemented, and syntax-validated.
Core Features & Use Cases
- Rule Generalization: Converts a specific bad-behavior incident into a reusable behavior class with concrete manifestations and a narrow legitimate exception.
- Synchronized Updates: Updates both the human-readable autonomy rules and the classifier prompt with matching guidance and mechanically evaluable checks.
- Safety and Validation: Scrubs proprietary language, preserves OSS-safe wording, verifies classifier structure, and compile-checks the Python hook after changes.
- Use Case: When an agent repeatedly masks symptoms instead of fixing root causes, use this Skill to add a generalized stop-gate rule and corresponding classifier check.
Quick Start
Ask the update-stop-gate skill to add a stop-gate rule for the described agent behavior and verify both synchronized files.