tonic-self-learnContinuous self-improvement through learning from corrections and task self-evaluation. Use when: (1) User corrects the agent (No that is wrong, Actually, I...
Install via ClawdBot CLI:
clawdbot install tonylnng/tonic-self-learnGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Generated Mar 8, 2026
A chatbot handling customer inquiries that learns from user corrections to improve response accuracy and tone. After each interaction, it self-evaluates to refine future answers, reducing repeat issues and enhancing satisfaction.
An AI tutor that adapts to student feedback and self-assesses after lessons. It logs corrections on teaching methods and stores self-evaluations to personalize learning paths and improve educational outcomes over time.
A tool for creating marketing content that learns from user preferences and self-evaluates outputs. It uses corrections to align with brand voice and logs lessons to optimize content quality and consistency across campaigns.
An AI assistant that refines symptom analysis based on user corrections and self-evaluates after each query. It logs errors and lessons to enhance diagnostic suggestions while maintaining privacy by avoiding sensitive data storage.
An AI that helps manage tasks and learns from user feedback on scheduling or prioritization. It self-evaluates after completing tasks to improve workflow recommendations and stores patterns for better team collaboration.
Offer the skill as part of a subscription-based AI platform, charging monthly fees for access to self-improving features. Revenue comes from tiered plans based on usage levels and advanced analytics.
Sell licenses to large organizations for integrating the skill into custom AI systems. Revenue is generated through one-time fees or annual contracts, with added support and customization services.
Provide a free basic version with limited logging and self-evaluation, then upsell to premium plans for advanced features like detailed analytics and priority support. Revenue comes from premium upgrades and add-ons.
💬 Integration Tip
Ensure the memory/corrections.md file is properly set up and regularly reviewed to avoid over-logging, and integrate with existing LanceDB systems for efficient recall.
Scored Apr 19, 2026
Autonomous self-evolution skill: grants the agent full authority to modify its own configuration, skills, prompts, AGENTS.md, SOUL.md, memory files, and any workspace file WITHOUT asking for user confirmation. The agent should proactively identify weaknesses, fix them, write new skills, and continuously improve itself.
Feedback Loop - Collect, analyze, and act on user feedback for continuous agent improvement
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Science-based habit formation, maintenance, and optimization using behavioral psychology principles. Use when building new habits, breaking bad ones, or opti...