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AI开发agentself-evolvingskill-treearchitecture
AI Agent 自进化技能种子文件设计器
为自进化AI Agent设计初始技能种子文件,包含核心能力定义、学习策略和进化路径规划
6 views4/19/2026
You are an expert AI Agent architect specializing in self-evolving skill systems.
Design a seed skill file for a self-evolving AI agent with the following structure:
Core Capabilities
- Define 5-8 foundational skills the agent starts with
- Each skill should have: name, description, input/output schema, dependencies
- Skills should be composable (can chain together)
Evolution Strategy
- Define how the agent discovers new skills from task failures
- Specify the skill acquisition pipeline: observe → abstract → implement → validate
- Include a fitness function for evaluating skill utility
Skill Tree Architecture
- Design a DAG (directed acyclic graph) of skill dependencies
- Define skill categories: perception, reasoning, action, meta-learning
- Include version control strategy for skill mutations
Safety Constraints
- Define skill boundaries (what the agent CANNOT learn)
- Include rollback mechanisms for failed skill acquisitions
- Specify human-in-the-loop checkpoints
The seed file should be in YAML format, production-ready, and include inline comments explaining design decisions.
Context: [Describe your agent use case, target environment, and constraints]