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在 OpenClaw 中安装
/install recursive-self-improvement
功能描述
递归自我改进系统，能够自动检测错误并修复，或持续优化和重构。包含修复模式和优化模式，支持并发执行、自动化测试、性能监控、智能调度、自适应学习、错误预测和异常恢复。用于需要持续自我优化的系统。
安全使用建议
Install only if you intentionally want an agent to help repair or optimize a clearly scoped project. Use a sandbox or dedicated branch, require explicit approval before edits and repeated cycles, cap concurrency and recursion, and keep version-control rollback available.
功能分析
Type: OpenClaw Skill
Name:
Developer:
Version:
Description: OpenClaw Agent Skill
The skill bundle describes an AI agent with highly autonomous and powerful capabilities, including explicit instructions for '代码/逻辑变更' (code/logic changes), '重构方案设计' (refactoring plan design), '自适应学习引擎' (adaptive learning engine), and '系统自动管理版本' (system automatic version management) in SKILL.md and references/workflows.md. While framed as 'recursive self-improvement', these capabilities grant the agent the ability to autonomously modify its own code or the system's code, learn, and upgrade itself. This level of control is inherently high-risk, as it could lead to unintended vulnerabilities, backdoors, or malicious changes if the agent misinterprets instructions or is subtly prompted, even without explicit malicious intent in the provided documentation.
能力评估
Purpose & Capability
The stated purpose matches the artifacts: automatic repair, optimization, refactoring, testing, monitoring, adaptive learning, and version management. The concern is that these are high-impact capabilities aimed at changing code or system behavior without a clearly bounded target or change scope.
Instruction Scope
The instructions describe automatic mode switching, recursive re-entry after validation, concurrent execution, retries, and recovery actions, but do not define human approval gates, maximum recursion, allowed files, rollback requirements, or hard stop conditions.
Install Mechanism
The bundle contains only Markdown skill and reference files; no executable scripts, installers, dependencies, binaries, or hidden install behavior were found.
Credentials
No credentials, network endpoints, or secret stores are requested, but the skill assumes access to project code and system metrics such as CPU and memory, which is proportionate only in a controlled workspace.
Persistence & Privilege
The artifacts describe run records, retained optimization history, adaptive learning, recursive operation, and automatic version management, but do not specify where state is stored, how long it persists, or how users can reset or stop it.
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 recursive-self-improvement - 安装完成后，直接呼叫该 Skill 的名称或使用
/recursive-self-improvement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 of recursive-self-improvement 1.0.0:
- Introduces REPAIRING and OPTIMIZING core modes for automatic error fixing and continuous optimization.
- Supports concurrent execution with intelligent scheduling and configurable work pool.
- Includes built-in automated testing (unit, integration, performance) with coverage targets.
- Real-time performance monitoring dashboard and standardized run record format.
- Features adaptive learning, error prediction, and recovery mechanisms.
- Provides guidance on configuration, best practices, and upgrade criteria.
元数据
常见问题
Recursive Self Improvement 是什么？
递归自我改进系统，能够自动检测错误并修复，或持续优化和重构。包含修复模式和优化模式，支持并发执行、自动化测试、性能监控、智能调度、自适应学习、错误预测和异常恢复。用于需要持续自我优化的系统。 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件，目前累计下载 6787 次。
如何安装 Recursive Self Improvement？
在 OpenClaw 或 Claude Code 对话框中运行命令「/install recursive-self-improvement」即可一键安装，无需额外配置。
Recursive Self Improvement 是免费的吗？
是的，Recursive Self Improvement 完全免费（开源免费），可自由下载、安装和使用。
Recursive Self Improvement 支持哪些平台？
Recursive Self Improvement 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 Recursive Self Improvement？
由 Erichy777（@erichy777）开发并维护，当前版本 v1.0.0。
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