Advanced Stage

The advanced stage focuses on complex projects and capability reuse: not only completing tasks, but also turning context, expert experience, and collaboration methods into reusable engineering assets.

Learning sequence

1. Context Engineering: Let AI understand large code bases.
2. Agent Skill: Package focused expert knowledge as a reusable capability.
3. Plugin: combines rules, skills, tools and workflows.
4. Multi-Agent workflow: break down complex tasks and organize collaboration.

Ability level

Context engineering → Single capability encapsulation → Capability combination → Complex task collaboration

Stage acceptance

• Ability to design dynamic, minimal and sufficient context for complex projects.
• Able to encapsulate repetitive work into skills with clear boundaries and verifiable performance.
• Able to determine the responsibility boundaries of Rules, Skills, MCP and Plugin.
• Able to design multi-Agent task division, handover agreement and final acceptance.