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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。
7 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.