从 one 中小企业 founder to another.
时间 using AI 智能体 like
OpenClaw /
OpenCode to build detached 系统 and PHP microservices, I believe they should be treated as builders first, not autonomous agents too early.
Without proper segmentation, 24/7 automation can quickly become expensive chaos.
For better understanding, imagine building a website without clearly separated sections such as hero, menu, content, footer, dashboard, orders, and courier modules. Every small change forces the AI to read the whole page again.
With segmentation, the agent only needs to read the section map or “dictionary” to know exactly where the edit should happen.
This is how token usage can drop by up to 95%.
更快的执行. 更低 cost. Easier debugging. Less hallucination. Less unnecessary risk.
Before chasing fully autonomous AI 智能体, 中小企业 should focus on the foundation first:
分离式 系统.
分段.
护栏.
智能路由.
Not everything needs an agent.
Some things just need better architecture.
