What this case covers
Shiwen, an independent developer with 10 years of Java development experience, turned the Official Account process from topic selection to draft box into a combination of two Skills. The article breaks down the workflow, the production method, and validation through offline teaching.
Questions it answers
- What do the two Skills each handle?
- How does the six-step workflow automatically degrade?
- Why does the description determine Skill triggering?
- What misjudgments did offline teaching validation reveal?
- Are more Skills always better?
Our observations
- Writing deterministic operations as scripts is more stable than having AI generate them on the spot.
- For non-programmers, the sticking point is often whether to start using it at all, not how to write it.
- As models get stronger, the value of general best-practice Skills declines.
From the author
The description is not a manual written for people to read; it is a routing rule written for AI to read.