Audit long-horizon AI loop execution history and state transitions.
npx skills add https://github.com/BrennonTWilliams/little-loops --skill audit-loop-run
Please help me install this Agent Skill. Skill: audit-loop-run Source: https://github.com/BrennonTWilliams/little-loops/tree/main/skills/audit-loop-run Command: npx skills add https://github.com/BrennonTWilliams/little-loops --skill audit-loop-run
This Skill addresses the challenge of verifying whether an AI-driven loop actually achieved its intended goal, helping to identify phantom successes, structural defects, and inefficient iterations.
Use the audit-loop-run skill to assess the effectiveness of the most recent execution of the loop named apo-textgrad.
High-intent search queries and answers about installing and using this skill.
To verify AI loop effectiveness, you audit execution history and state transitions against stated goals, checking for artifact mutations and threshold contract satisfaction to detect phantom successes.
A phantom success occurs when a long-horizon AI loop reports goal achievement without actually satisfying threshold contracts or artifact mutations, which auditing event logs can detect and flag.
Identify performance bottlenecks and structural failures in long-horizon AI loops by analyzing event logs, artifact mutations, and state transitions to detect evaluate errors, throttle stops, and shell corruption.
Yes, auditing loop execution generates ranked, actionable improvement proposals that refine loop structure and evaluator logic, providing scorecard reporting for automated software development workflows.
When debugging FSM loop state transitions, look for specific failure signals like evaluate errors, throttle stops, and over-escaped shell corruption by analyzing event logs and artifact mutations.
BrennonTWilliamsCollapse linear state chains into flow definitions and extract cohesive logic into modular sub-loops.
JaCha00Automates evaluator-gated performance tuning with durable artifacts in .omx/goals/performance/
BrennonTWilliamsGenerate finite-state machine loop configurations with YAML and ll-loop CLI integration.
erikliebenRun automated build, test, and security verification for C#/.NET backend applications.
