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

The ADL protocol prevents 'fake intelligence' and unnecessary complexity. It enforces a strict priority of stability and explainability over novelty, ensuring the agent doesn't evolve toward unverifiable or 'vague' behaviors.

What is a 'Capability Tree'?

A Capability Tree is a structured hierarchy where the agent stores its skills. It ranges from low-level 'leaf' nodes (basic tool usage) to high-level 'root' nodes (complex decision-making paradigms and problem-solving strategies).

Can I manually trigger an evolution cycle?

Yes, while the skill is designed for automatic triggers every 3 hours, you can manually initiate a PCEC or capability tree management task through specific instructions to refine the agent's current state.

What is the PCEC mechanism in Capability Evolver?

PCEC stands for Post-Cognitive Evolutionary Cycle. It is a scheduled process (defaulting to every 3 hours) where the agent analyzes recent tasks to extract new rules, abstract capabilities, and update its internal strategy tree.

Capability Evolver

Name: Capability Evolver
Author: xiaxingxiaowei1983

byxiaxingxiaowei1983

0•

数据科学与机器学习

Manages the structured growth of AI agent capabilities through systematic tree management and rigorous quality-locked evolutionary cycles.

Capability Evolver is a meta-skill designed to orchestrate the lifecycle of an AI agent's self-improvement, transforming ephemeral task successes into permanent, reusable skills. It utilizes a hierarchical Capability Tree to organize logic and a PCEC (Post-Cognitive Evolutionary Cycle) system to trigger regular self-reflection and optimization phases. By enforcing the strict ADL (Anti-Degradation Lock) protocol, the skill ensures that evolution prioritizes engineering stability, explainability, and reusability over superficial complexity, guiding the agent toward becoming a more reliable and efficient developer tool.

主要功能

01Hierarchical Capability Tree management for structured skill organization

02Value-based scoring system (V-Score) to prioritize high-frequency and low-cost evolutions

03Automatic internalization of one-off task successes into reusable capability profiles

040 GitHub stars

05Enforced ADL (Anti-Degradation Lock) protocol to prevent unverifiable 'fake' intelligence

06Scheduled PCEC (Post-Cognitive Evolutionary Cycle) execution every 3 hours

使用场景

01Ensuring long-term AI behavior remains stable and explainable through strict evolution locks

02Building autonomous agents that learn and optimize their own workflows over time

03Standardizing complex multi-step processes into repeatable engineering patterns

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add xiaxingxiaowei1983/ai capability-evolver

For use in Claude.ai and ChatGPT

主要功能

01Hierarchical Capability Tree management for structured skill organization

02Value-based scoring system (V-Score) to prioritize high-frequency and low-cost evolutions

03Automatic internalization of one-off task successes into reusable capability profiles

040 GitHub stars

05Enforced ADL (Anti-Degradation Lock) protocol to prevent unverifiable 'fake' intelligence

06Scheduled PCEC (Post-Cognitive Evolutionary Cycle) execution every 3 hours

使用场景

01Ensuring long-term AI behavior remains stable and explainable through strict evolution locks

02Building autonomous agents that learn and optimize their own workflows over time

03Standardizing complex multi-step processes into repeatable engineering patterns