Skill Lifecycle Management
Definition
The end-to-end process of creating, validating, deploying, discovering, activating, monitoring, and iterating AI agent skills. SkillNet and agentskills.io provide complementary approaches to systematizing this lifecycle.
创建、验证、部署、发现、激活、监控及迭代 AI 智能体技能的端到端流程。SkillNet 和 agentskills.io 为系统化这一生命周期提供了互补的方法。
Details
Lifecycle Stages
- Create — from agent trajectories, GitHub repos, documents, or user prompts
- Validate — automated quality evaluation (SkillNet’s 5 dimensions)
- Deploy — publish to internal registry or public agentskills.io ecosystem
- Discover — agents find relevant skills via search or recommendation
- Activate — progressive disclosure: metadata → instructions → reference files
- Monitor — track usage, success rates, utility scores
- Iterate — update based on feedback, or self-evolve (Memento-Skills)
1. **创建** — 基于智能体轨迹、GitHub 代码库、文档或用户提示词
2. **验证** — 自动化质量评估（SkillNet 的 5 个维度）
3. **部署** — 发布至内部注册表或公共 agentskills.io 生态系统
4. **发现** — 智能体通过搜索或推荐发现相关技能
5. **激活** — 渐进式披露：元数据 → 指令 → 参考文件
6. **监控** — 追踪使用情况、成功率、效用评分
7. **迭代** — 基于反馈更新，或自我进化 (Memento-Skills)
SkillNet’s 5-Dimensional Evaluation
| Dimension | What It Measures |
|---|---|
| Safety | Dangerous operations, prompt injection risks |
| Completeness | Coverage of stated functionality |
| Executability | Passes sandbox testing |
| Maintainability | Code quality, documentation |
| Cost-awareness | Token efficiency |
Human validation confirms automated evaluation achieves MAE < 0.03 against expert annotations.
人工验证证实，自动评估在专家标注上实现了MAE < 0.03。
Skill Relationship Graph
SkillNet automatically discovers four relationship types:
- similar_to — skills with overlapping functionality
- depend_on — skill A requires skill B
- compose_with — skills that work well together
- belong_to — hierarchical categorization
SkillNet 自动发现四种关系类型：- **similar_to** — 功能重叠的技能 - **depend_on** — 技能 A 依赖于技能 B - **compose_with** — 能够良好协同工作的技能 - **belong_to** — 层级分类
Distribution Strategy
Dual-track recommended:
- Internal — enterprise registry for proprietary skills
- Public — agentskills.io ecosystem for cross-platform reach
推荐双轨制：1. **内部** —— 用于专有技能的企业注册中心 2. **公共** —— 用于跨平台触达的 agentskills.io 生态系统
Connections
- Related to: Skills, Self-Evolving Agents
- Mentioned in: SkillNet, agentskills.io, Skill Factory
- 相关条目：[[ai-agent-architecture/concepts/skills|技能]]，[[ai-agent-architecture/concepts/self-evolving-agents|自演化智能体]] - 提及来源：[[ai-agent-architecture/sources/skillnet-paper|SkillNet]]，[[ai-agent-architecture/sources/agentskills-io-ecosystem|agentskills.io]]，[[ai-agent-architecture/sources/skill-factory-framework|Skill Factory]]