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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

5 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]