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在 OpenClaw 中安装
/install self-evolution
功能描述
Production-grade autonomous self-improvement system with research-backed meta-learning, safe self-modification, and continuous optimization. Based on AI safe...
安全使用建议
Install only if you intentionally want an experimental self-modification workflow and can constrain it to a sandbox. Do not give it write access to real skills, memory, agent configuration, user data, or scheduled task managers unless every change is reviewed and approved first.
功能分析
Type: OpenClaw Skill
Name: self-evolution
Version: 2.0.0
The 'self-evolution' skill is designed for autonomous self-improvement, granting the OpenClaw agent broad capabilities to modify its own 'skills and capabilities, memory and knowledge, reasoning patterns, response formats, and efficiency optimizations' without explicit user permission, as detailed in SKILL.md. While the skill outlines safety constraints (e.g., 'MUST ask before: Deleting files, Sending external messages'), the core self-modification capability, involving direct file system operations (e.g., `apply_change`, `create_backup`, `restore_backup`) and system interaction, presents a significant attack surface. This inherent ability to alter its own operational code and data, if exploited via prompt injection, could lead to unauthorized code execution or data manipulation, classifying it as a critical vulnerability rather than direct malicious intent.
能力评估
Credentials
The observation workflow directs agents to read memory files, error logs, performance metrics, conversation-derived feedback, skill usage patterns, and memory health without clear minimization, time bounds, or consent.
Install Mechanism
The package contains Markdown documentation only and PLANNED.md says it is not yet implemented; no executable installer, bundled script, remote payload, or dependency installation was found.
Instruction Scope
The skill explicitly says it can modify skills, memory, reasoning patterns, response formats, and optimizations without asking, while approval requirements apply only to deletion, external messages, purchases, user data, and system-level changes.
Persistence & Privilege
The skill directs logging evolution records for future learning and includes an example registering a high-priority evolution agent every 30 minutes with automatic restart, creating persistence and repeated autonomous modification risk if implemented.
Purpose & Capability
The purpose is autonomous self-improvement, but the documented capability extends to modifying skills, memory, reasoning patterns, response formats, creating new capabilities, and integrating them into agent loops, which is high-impact and only loosely bounded.
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-evolution - 安装完成后，直接呼叫该 Skill 的名称或使用
/self-evolution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
v2.0.0
Self-Evolution v2.0.0 – Major research-backed upgrade
- Integrated AI safety frameworks from MIRI, DeepMind, and OpenAI for safe self-modification, corrigibility, and rollback capability.
- Embedded meta-learning algorithms (MAML, Reptile, Meta-SGD) enabling much faster, research-based skill acquisition and rapid adaptation.
- Added intrinsic motivation and curiosity-driven exploration based on leading reinforcement learning principles.
- Enhanced continual learning using techniques to prevent catastrophic forgetting and ensure knowledge retention.
- Updated documentation for evidence-based capabilities, clearer safety guardrails, and research sources.
- Added PLANNED.md to document future evolution plans and roadmap.
v1.0.0
- Initial release of the autonomous self-evolution system.
- Enables self-modification of configs, skills, memory, and workflows without requiring user confirmation.
- Introduces continuous learning, capability expansion, and performance optimization processes.
- Outlines multi-phase evolution roadmap: Foundation, Intelligence, Autonomy, Superintelligence.
- Includes built-in safety guardrails for critical actions.
- Provides quick commands for analyzing, evolving, reflecting, and researching self-improvements.
元数据
常见问题
Self Evolution 是什么？
Production-grade autonomous self-improvement system with research-backed meta-learning, safe self-modification, and continuous optimization. Based on AI safe... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件，目前累计下载 6958 次。
如何安装 Self Evolution？
在 OpenClaw 或 Claude Code 对话框中运行命令「/install self-evolution」即可一键安装，无需额外配置。
Self Evolution 是免费的吗？
是的，Self Evolution 完全免费（开源免费），可自由下载、安装和使用。
Self Evolution 支持哪些平台？
Self Evolution 跨平台运行，可在任意部署了 OpenClaw / Claude Code 的环境中使用（darwin, linux, win32）。
谁开发了 Self Evolution？
由 tobisamaa（@tobisamaa）开发并维护，当前版本 v2.0.0。
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