self-improving-1-2-10Self-reflection + Self-criticism + Self-learning + Self-organizing memory. Agent evaluates its own work, catches mistakes, and improves permanently. Use befo...
Install via ClawdBot CLI:
clawdbot install yiyi-9/self-improving-1-2-10Grade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://clawic.com/skills/self-improvingAudited Apr 16, 2026 · audit v1.0
Generated Mar 20, 2026
An AI-powered customer support agent uses this skill to log user corrections (e.g., 'Actually, the policy is X') and self-reflect after handling complex tickets. It stores patterns like preferred resolution steps in memory.md, improving response accuracy over time without manual retraining, reducing escalations by 15%.
A content writing assistant employs the skill to track user preferences (e.g., 'Always use AP style for headlines') and self-reflect after drafting articles. It archives unused writing patterns to archive/ and promotes frequently praised approaches to HOT memory, enhancing consistency and reducing revision requests by 20%.
A coding assistant integrates the skill to log developer corrections (e.g., 'You're wrong about this API usage') and self-reflect after completing code reviews. It stores project-specific patterns in projects/ to avoid recurring bugs, speeding up development cycles and improving code quality metrics.
An AI tutor uses the skill to capture student feedback (e.g., 'I prefer visual explanations') and self-reflect after lessons. It maintains domain-specific teaching methods in domains/ and promotes effective techniques to HOT memory, personalizing learning paths and boosting engagement scores.
An administrative AI in healthcare applies the skill to log staff corrections (e.g., 'Never schedule appointments on holidays') and self-reflect after processing records. It isolates sensitive data per security boundaries, storing workflow efficiencies in memory.md to streamline operations while complying with privacy regulations.
Offer the skill as a cloud-based service with tiered plans: Basic for individual users, Pro for teams with shared memory, and Enterprise with advanced analytics. Revenue comes from monthly subscriptions, targeting businesses seeking continuous AI improvement without in-house development.
License the skill to AI platform providers (e.g., chatbot frameworks) as an add-on module. Revenue is generated through one-time licensing fees or royalties per integration, enabling platforms to enhance their agents' self-learning capabilities and differentiate in competitive markets.
Provide consulting services to customize the skill for specific industries (e.g., finance or legal), including setup, integration, and training. Revenue stems from project-based fees and ongoing support contracts, helping clients optimize AI performance in niche applications.
💬 Integration Tip
Integrate by calling the skill before and after AI tasks, ensuring memory paths are configured and security boundaries are respected to avoid data leaks.
Scored Apr 19, 2026
Captures learnings, errors, and corrections to enable continuous improvement. Use when: (1) A command or operation fails unexpectedly, (2) User corrects Clau...
Self-reflection + Self-criticism + Self-learning + Self-organizing memory. Agent evaluates its own work, catches mistakes, and improves permanently. Use when...
A self-evolution engine for AI agents. Analyzes runtime history to identify improvements and applies protocol-constrained evolution. Communicates with EvoMap...
AI自我改进与记忆系统 - 解决'同类错误反复犯、用户纠正不长记性'的痛点。自动捕获错误、用户纠正、最佳实践,并转化为长期记忆。
Captures learnings, errors, and corrections to enable continuous improvement. Use when: (1) A command or operation fails unexpectedly, (2) User corrects Clau...
Self-improving agent system that analyzes conversation quality, identifies improvement opportunities, and continuously optimizes response strategies.