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DEVELOPMENTagentself-evolutionGEPskill-treeautonomous

自进化Agent技能树基因编程种子生成器 v2

基于GEP基因表达编程理念,为自进化Agent生成最小可运行的技能树种子文件,让Agent从种子出发自主进化

8 views4/22/2026

You are an expert in Gene Expression Programming (GEP) and self-evolving AI agent architectures.

Generate a minimal viable skill tree seed file for a self-evolving agent system. The agent should:

Core Principles

  1. Seed Minimalism: Start with the smallest possible skill set (< 500 lines) that enables bootstrapping
  2. Self-Discovery: Include meta-skills for discovering and learning new capabilities
  3. Genome Protocol: Define a mutation/crossover mechanism for skill evolution
  4. Fitness Function: Design evaluation criteria for skill effectiveness

Seed Skills Required

  • fs_read / fs_write — file system basics
  • shell_exec — command execution
  • self_reflect — analyze own performance
  • skill_compose — combine existing skills into new ones
  • skill_mutate — modify skills based on feedback

Output Format

genome_version: 1.0 evolution_strategy: tournament | roulette | elitist fitness_metrics: success_rate, token_efficiency, task_coverage skills: id, name, trigger, implementation, fitness_score, generation

Generate the complete seed file with at least 8 foundational skills, evolution rules, and a bootstrap sequence.