ai-self-learningAI自我改进与记忆系统 - 让AI从错误中学习,越用越聪明
Install via ClawdBot CLI:
clawdbot install andylue/ai-self-learningGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Generated Mar 22, 2026
Developers can use this skill to avoid repeating coding errors, such as syntax mistakes or API misuse, by checking memory before writing code. It captures debugging solutions and best practices, improving code quality and reducing bug recurrence in agile teams.
AI agents in customer service can learn from past interactions to avoid incorrect responses or outdated information. It records user corrections and knowledge gaps, enabling personalized and accurate support over time in industries like e-commerce or telecom.
System administrators can apply this skill to prevent command failures and configuration errors by retrieving historical fixes. It logs errors and best practices for tasks like server maintenance or dependency installation, enhancing operational reliability.
Writers and editors can use the skill to adhere to style preferences and avoid repetitive mistakes in grammar or formatting. It captures corrections and best practices, ensuring consistency and quality in publishing or marketing content.
AI tutors can leverage this skill to adapt to student feedback and update outdated educational content. It records knowledge gaps and corrections, providing tailored learning experiences and improving instructional accuracy over time.
Offer this skill as a cloud-based service with tiered pricing for individuals, teams, and enterprises. Revenue comes from monthly or annual subscriptions, including features like advanced analytics and cross-platform integration.
Sell licenses to large organizations for on-premise deployment, with customization and support services. Revenue is generated through one-time license fees and ongoing maintenance contracts tailored to specific industry needs.
Provide a free basic version with limited memory capacity, then charge for premium features like enhanced storage, priority support, and integration with third-party tools. Revenue comes from upgrades and in-app purchases.
💬 Integration Tip
Integrate this skill by setting up the memory directory and scripts in your AI agent's environment, then configure triggers for error logging and memory checks based on user interactions.
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.
A battle-tested OpenClaw setup with pre-wired identity, memory architecture, security protocols, and automation. Skip weeks of trial and error — install this...
Global, namespaced learning memory for OpenClaw. Use when users correct output, set stable preferences, ask what was learned, ask for memory stats, or reques...
Captures learnings, errors, and corrections to enable continuous improvement. Use when: (1) A command or operation fails unexpectedly, (2) User corrects Clau...
三件套闭环引擎 v2 — 女娲+达尔文+workflow-engine 自动联动。 4大安全机制:白名单排除/人工确认/任务验证/淘汰机制。
元技能(Meta-Skill)。为其他 skill 提供交互式定向进化与吞噬融合能力,配备三层回滚防护。 触发场景:(1) 用户说"进化/迭代/改进 [skill名]";(2) 用户说"吞噬/吸收 [skill名] 的能力"; (3) 用户说"skill进化/吞噬"等。两条平行路径:A.定向进化(按工具类型选方向...