build skills not agent

https://pickle1024.github.io/Build-Skills-Not-Agent/

 

It looks like just a different architecture, but the impact is huge:

Dimension Multi-Agent Method Skills Method Why It Matters
Decision Distribution Order Agent decides what to recommend
Chef Agent decides how to cook
Plating Agent decides how to decorate
👉 Three independent "brains"
Claude makes unified decisions throughout
👉 One "brain" switching modes
Single decision-making avoids conflicts and inconsistencies
Context Management Chef Agent doesn't know special customer requests
Plating Agent doesn't know dish temperature
👉 Context fragmentation
All context in the same AI memory
Remembers "less oil" + "dish just came out hot"
👉 Complete context
Avoids information loss and misunderstanding
Coordination Cost You write code to pass customer requirements, dish status
👉 Explicit coordination
Claude internally maintains all information
👉 Implicit coordination
Reduces code complexity
API Calls One API call per step
Minimum 4 calls
👉 Multiple network requests
One API call
Internal skill switching
👉 Single request
Lower latency and cost
State Consistency Order Agent says "less oil"
Chef Agent might forget
👉 Potential inconsistency
Same AI, remembers all details
👉 Natural consistency
Avoids weird behaviors
posted @ 2025-12-31 09:37  iTech  阅读(5)  评论(0)    收藏  举报