What problem does it solve?
Prevents skill documentation from being bypassed or rationalized away by agents by forcing empirical, pressure-based tests that reveal real-world failure modes and the exact rationalizations agents use to justify violations.
Core Features & Use Cases
- RED-GREEN-REFACTOR workflow: Run baseline scenarios without the skill to capture failures (RED), implement minimal targeted skill changes (GREEN), and iteratively close loopholes (REFACTOR).
- Pressure scenarios and rationalization tables: Design multi-pressure scenarios (time, sunk cost, authority, exhaustion) to surface common excuses and record verbatim rationalizations for targeted counters.
- Meta-testing and verification: Use pressure testing, red-flag lists, explicit negations, and meta-questions to ensure agents cite the skill and comply under maximum pressure.
- Use cases: Validating discipline-enforcing skills (TDD, compliance rules), closing loopholes in process documentation, and hardening skills before deployment.
Quick Start
Run three or more combined pressure scenarios without the skill, record agent failures verbatim, implement minimal targeted changes to the skill, and re-run tests until agents follow the rules under pressure.