self-improvement-engineer-role

What problem does it solve?

This Skill enables an autonomous self-improvement loop for complex lead-hunting systems by monitoring performance, diagnosing bottlenecks, and launching targeted improvement skills. It helps reduce manual tuning and speeds up learning cycles.

Core Features & Use Cases

• Daily Metrics Cron Job: Runs daily to compute performance metrics and surface bottlenecks.
• Bottleneck Detection: Identifies issues like slow responses, low conversion, or degraded validation accuracy.
• Skill Spawning: Automatically creates and logs targeted improvements to address bottlenecks.
• A/B Testing Framework: Runs statistically rigorous experiments to validate improvements and decides KEEP/KILL/CONTINUE.
• Self-Improvement Loop: Repeats monitor-analyze-spawn-test-decide forever, lowering manual overhead.

Quick Start

Trigger the daily metrics cron to update today's metrics, examine bottlenecks, and review the latest A/B tests to confirm decisions.