Self Improve

The Self Improve skill enables your AI agent to systematically learn from feedback and optimize its own behavior over time. After each session or task, the skill can prompt for explicit ratings or passively detect signals of dissatisfaction (corrections, repeats, clarifying requests) and store structured lessons in a feedback log. Prompt optimization runs on a schedule or on demand — the skill analyzes patterns across failed or low-rated interactions and proposes refined instruction language, which you review and approve before it takes effect. Performance metrics are tracked per task category: accuracy, helpfulness, response latency, and user satisfaction trend. A/B testing mode allows the agent to try two prompt variants on alternating sessions and compare outcomes statistically. The skill integrates with the Enhanced Memory skill to persist improvements across devices and reinstalls. Soul.md edits proposed by Self Improve are applied via the Soul Editor skill with a diff preview. The result is an agent that measurably improves at your specific workflows the longer you use it.

Installation

clawhub install self-improve

Install: clawhub install self-improve