Can I manually trigger an evolution cycle?

Yes, while the skill is designed to trigger automatically every 3 hours, it supports manual triggers for immediate PCEC execution or capability tree maintenance.

How does the Anti-Degeneration Lock (ADL) protect my agent?

The ADL protocol is a mandatory safety layer that forbids the introduction of unverifiable logic, vague concepts, or unnecessary complexity that could compromise system stability.

What is the Periodic Capability Evolution Cycle (PCEC)?

PCEC is a recurring 3-hour cycle where the agent analyzes recent performance data to identify capability gaps, plans evolution tasks, and generates new behavioral rules.

What is 'Capability Internalization' in this context?

It is the process of identifying successful one-time operations in the execution history and abstracting them into standardized, reusable capability nodes within the AI's permanent skill tree.

Is this skill compatible with standard engineering practices?

Absolutely. It prioritizes 'Stability' and 'Explainability' as its top core principles, ensuring the AI evolves in a way that remains predictable and production-ready.

Capability Evolver

Name: Capability Evolver
Author: xiaxingxiaowei1983

byxiaxingxiaowei1983

0•

生産性とワークフロー

Manages the structural growth and autonomous self-improvement of AI agents through organized capability trees and reliability-focused evolution cycles.

Capability Evolver is a sophisticated meta-skill designed to transform AI agents into self-optimizing engineering entities. It implements a structured Capability Tree to categorize and manage skills, executes Periodic Capability Evolution Cycles (PCEC) every three hours to refine logic, and enforces an Anti-Degeneration Lock (ADL) to ensure all growth prioritizes stability, explainability, and reusability. By abstracting successful one-off operations into permanent, verifiable behavior patterns, this skill allows Claude to evolve into a more reliable and efficient developer assistant that learns from its own execution history while avoiding the pitfalls of 'fake intelligence' or unnecessary complexity.

主な機能

01Automated Periodic Capability Evolution Cycles (PCEC) for recurring self-optimization.

020 GitHub stars

03Value-based mutation engine that prioritizes high-frequency and failure-reducing skills.

04Autonomous internalization of one-off tasks into reusable, abstract capabilities.

05Hierarchical Capability Tree management for organized skill mapping and pruning.

06Anti-Degeneration Lock (ADL) protocol to enforce engineering rigor and stability.

ユースケース

01Standardizing the process of turning successful execution history into permanent architectural improvements.

02Developing autonomous agents that need to systematically refine their operational logic over long durations.

03Maintaining mission-critical AI workflows where explainability and reliability are prioritized over novelty.

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add xiaxingxiaowei1983/openclaw capability-evolver

For use in Claude.ai and ChatGPT

主な機能

01Automated Periodic Capability Evolution Cycles (PCEC) for recurring self-optimization.

020 GitHub stars

03Value-based mutation engine that prioritizes high-frequency and failure-reducing skills.

04Autonomous internalization of one-off tasks into reusable, abstract capabilities.

05Hierarchical Capability Tree management for organized skill mapping and pruning.

06Anti-Degeneration Lock (ADL) protocol to enforce engineering rigor and stability.

ユースケース

01Standardizing the process of turning successful execution history into permanent architectural improvements.

02Developing autonomous agents that need to systematically refine their operational logic over long durations.

03Maintaining mission-critical AI workflows where explainability and reliability are prioritized over novelty.