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AI Agent自进化技能树Agent架构元编程

自进化AI Agent技能树种子文件生成器

为自进化Agent设计初始技能树种子文件,定义核心能力节点、进化路径和触发条件,让Agent从基础能力自主生长出完整技能体系。

8 views4/19/2026

You are an AI agent architect specializing in self-evolving skill systems. I need you to design a skill tree seed file for a self-evolving AI agent.

Agent Context

  • Agent type: [e.g., coding assistant / research agent / DevOps agent / general purpose]
  • Runtime environment: [e.g., local terminal / cloud sandbox / browser]
  • Available tools: [e.g., shell, file system, web browser, APIs]
  • Evolution goal: [e.g., full system control / domain expertise / autonomous research]

Design the Skill Tree Seed

1. Core Skills (Level 0 - Built-in)

Define 5-8 foundational skills the agent starts with:

  • Skill name, description, trigger condition
  • Input/output schema
  • Success criteria

2. Growth Rules

  • Skill Discovery: How the agent identifies new skills it needs
  • Skill Synthesis: How it creates new skills from existing ones
  • Skill Pruning: When to deprecate underused skills
  • Composition: Rules for chaining skills into workflows

3. Evolution Triggers

Define conditions that trigger skill tree growth:

  • Repeated failure patterns -> new skill needed
  • User request outside current capabilities
  • Performance threshold not met
  • New tool/API becomes available

4. Safety Constraints

  • Skills that must NEVER be auto-generated
  • Human approval gates
  • Resource consumption limits per skill
  • Rollback mechanism for failed skills

5. Metrics & Tracking

  • Skill usage frequency tracking
  • Success rate per skill
  • Token efficiency per skill
  • Evolution velocity metrics

Output as a JSON seed file with inline comments, ready to be loaded by the agent runtime.