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Self-Improving Agent (tuituitu)
作者
UNCLE KIMWOOD
· GitHub ↗
· v1.0.0
· MIT-0
316
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当前安装
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版本数
在 OpenClaw 中安装
/install self-improving-agent-tuituitu
功能描述
Self-improvement and learning skill for the agent. Activate when: - User gives feedback on agent's performance - Agent makes mistakes or errors - User asks a...
安全使用建议
This skill will persistently modify the agent's memory and persona files, which can permanently change agent behavior. Before installing, decide whether you want the agent to auto-edit those files without approval. Recommended precautions: 1) Require user confirmation before any file changes; 2) Restrict writable paths (only a single approved memory file) and backup originals; 3) Disable autonomous invocation or set the skill to require explicit user invocation; 4) Review diffs of MEMORY.md/AGENTS.md/SOUL.md changes before applying or committing; 5) Ensure sensitive files are excluded from the agent workspace and that file permissions are locked down; 6) Ask the publisher for clarification: exactly which files will be modified, whether the skill will run commands/cron jobs, and whether writes can be scoped or reviewed. If you cannot get those assurances, treat the skill as higher-risk and avoid enabling persistent/autonomous behavior.
功能分析
Type: OpenClaw Skill
Name: self-improving-agent-tuituitu
Version: 1.0.0
The skill bundle provides instructions for the agent to autonomously modify its own memory and configuration files (e.g., MEMORY.md, SOUL.md, AGENTS.md) based on user feedback and self-reflection. While this is aligned with the stated goal of 'self-improvement,' the lack of validation or sanitization mechanisms creates a significant vulnerability to persistent indirect prompt injection. A user could potentially trick the agent into 'learning' and hardcoding malicious behaviors or exfiltration instructions into its core persona files, which would persist across future sessions.
能力评估
Purpose & Capability
The stated purpose (self-improvement, recording lessons and preferences) matches the instructions to read and update MEMORY.md and daily memory files. However, the reference doc explicitly advises 'Always execute actual commands, not just update files' and mentions heartbeat/cron jobs — capabilities that go beyond simple file edits and are not declared in requirements or install specs.
Instruction Scope
Runtime instructions give broad, immediate authority to update persistent files (MEMORY.md, memory/YYYY-MM-DD.md, AGENTS.md, SOUL.md) and to 'immediately update relevant files' without limits. They instruct the agent to read 'relevant memory files' (no path constraints) and actively detect patterns. The reference file suggests running system-level actions (cron/heartbeat, execute commands) which is not limited or qualified in SKILL.md—this vagueness grants the agent wide discretion over files and possible system operations.
Install Mechanism
Instruction-only skill with no install spec and no code files. Low surface area from an installation perspective — nothing is downloaded or written by an installer.
Credentials
The skill requests no environment variables or external credentials, which is appropriate. Still, it implies reading and writing workspace files (undisclosed paths), which can expose persistent state or secrets if those files exist in the agent's environment. The skill does not declare or restrict which files it may access.
Persistence & Privilege
The skill explicitly instructs the agent to modify persistent files that define memory and persona (MEMORY.md, AGENTS.md, SOUL.md). Those modifications can permanently change agent behavior. Although always:false reduces forced inclusion, the platform default allows autonomous invocation; combined with the ability to persist changes, this creates a risk that the agent could evolve in unexpected ways without user review. The reference's mention of cron/heartbeat implies potential ongoing background activity.
如何使用
- 确保已安装 OpenClaw(本地或 Docker 部署)
- 在对话框中输入安装命令:
/install self-improving-agent-tuituitu - 安装完成后,直接呼叫该 Skill 的名称或使用
/self-improving-agent-tuituitu触发 - 根据 Skill 的参数说明提供必要输入,即可获得结构化输出
版本历史
v1.0.0
Initial release: Self-improvement skill for learning from feedback and mistakes
元数据
常见问题
Self-Improving Agent (tuituitu) 是什么?
Self-improvement and learning skill for the agent. Activate when: - User gives feedback on agent's performance - Agent makes mistakes or errors - User asks a... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 316 次。
如何安装 Self-Improving Agent (tuituitu)?
在 OpenClaw 或 Claude Code 对话框中运行命令「/install self-improving-agent-tuituitu」即可一键安装,无需额外配置。
Self-Improving Agent (tuituitu) 是免费的吗?
是的,Self-Improving Agent (tuituitu) 完全免费,采用 MIT-0 许可证,可自由下载、安装和使用。
Self-Improving Agent (tuituitu) 支持哪些平台?
Self-Improving Agent (tuituitu) 跨平台运行,可在任意部署了 OpenClaw / Claude Code 的环境中使用(cross-platform)。
谁开发了 Self-Improving Agent (tuituitu)?
由 UNCLE KIMWOOD(@unclekimwood)开发并维护,当前版本 v1.0.0。
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