dev-feedback-loop

Automate metric collection by triggering the feedback loop at gate transitions, task completions, and cycle milestones. The Skill captures assertiveness scores, validates outcomes, performs root-cause analysis when thresholds are missed, and writes auditable reports to docs/feedbacks/cycle-{date}/ for continuous measurement and improvement.

Assertiveness scoring measures decision confidence and execution quality across task gates. The Skill calculates exact scores at each transition, identifies when scores fall below thresholds, performs root-cause analysis on failures, and generates actionable insights to improve future cycle performance.

Use root-cause analysis to diagnose cycle failures when assertiveness scores drop below threshold. The Skill aggregates metrics across gate transitions and task completions, analyzes prompt quality, generates improvement reports, and tracks findings in docs/feedbacks for pattern identification and corrective action.

Yes. The Skill automates metric tracking across gate transitions, post-task completions, validation outcomes, and end-of-cycle milestones. It maintains a mandatory TodoWrite entry at cycle start, calculates scores at each stage, and produces periodic reports with auditable outputs for continuous monitoring.

The feedback loop generates auditable cycle reports written to docs/feedbacks/cycle-{date}/ containing assertiveness scores, root-cause analyses, aggregated performance metrics, and actionable improvement insights derived from prompt quality analysis and validation outcomes.

Metric collection is applied automatically across gate transitions, task completions, and validation outcomes throughout the cycle. The Skill requires a mandatory TodoWrite entry at start and generates periodic aggregated reports, minimizing manual intervention while ensuring continuous improvement tracking.