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Install in OpenClaw
/install recursive-self-improvement
Description
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。
Usage Guidance
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.
Capability Analysis
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.
Capability Assessment
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.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install recursive-self-improvement - After installation, invoke the skill by name or use
/recursive-self-improvement - Provide required inputs per the skill's parameter spec and get structured output
Version History
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.
Metadata
Frequently Asked Questions
What is Recursive Self Improvement?
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。 It is an AI Agent Skill for Claude Code / OpenClaw, with 6787 downloads so far.
How do I install Recursive Self Improvement?
Run "/install recursive-self-improvement" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Recursive Self Improvement free?
Yes, Recursive Self Improvement is completely free (open-source). You can download, install and use it at no cost.
Which platforms does Recursive Self Improvement support?
Recursive Self Improvement is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Recursive Self Improvement?
It is built and maintained by Erichy777 (@erichy777); the current version is v1.0.0.
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