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Install in OpenClaw
/install self-evolution
Description
Production-grade autonomous self-improvement system with research-backed meta-learning, safe self-modification, and continuous optimization. Based on AI safe...
Usage Guidance
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.
Capability Analysis
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.
Capability Assessment
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.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install self-evolution - After installation, invoke the skill by name or use
/self-evolution - Provide required inputs per the skill's parameter spec and get structured output
Version History
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.
Metadata
Frequently Asked Questions
What is Self Evolution?
Production-grade autonomous self-improvement system with research-backed meta-learning, safe self-modification, and continuous optimization. Based on AI safe... It is an AI Agent Skill for Claude Code / OpenClaw, with 6958 downloads so far.
How do I install Self Evolution?
Run "/install self-evolution" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Self Evolution free?
Yes, Self Evolution is completely free (open-source). You can download, install and use it at no cost.
Which platforms does Self Evolution support?
Self Evolution is cross-platform and runs anywhere OpenClaw / Claude Code is available (darwin, linux, win32).
Who created Self Evolution?
It is built and maintained by tobisamaa (@tobisamaa); the current version is v2.0.0.
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