Technology
Agentforge Testing Iteration AI Agents 2026
Editorial note: This English edition scaffold preserves the topic, source context, and technical reading path of IDEAICU's original Chinese article. Native English polishing can be applied iteratively without changing the bilingual route.
Technical summary
2026-04-21 10:04 AgentForge：AI Agent 真正难的不是跑起来，而是改完还能再跑一遍 AI 编程这波走到现在，大家已经慢慢不再只盯“写得快不快”了。
Key points from the original article
- 2026-04-21 10:04 AgentForge：AI Agent 真正难的不是跑起来，而是改完还能再跑一遍 AI 编程这波走到现在，大家已经慢慢不再只盯“写得快不快”了。
- 因为真正把人折腾坏的，往往不是第一版代码出来得慢，而是第一版出来之后，后面那一串验证、回归、调整和返工。
- 你让 agent 改了几处逻辑，看起来挺顺，结果一跑发现老功能挂了；你让它重构一段流程，表面变干净了，边缘条件却悄悄坏掉了。
- 最后你会发现，AI 编程真正难的地方从来不只是“生成代码”，而是“改完之后到底靠什么确保它没把系统搞歪”。
- 所以这篇标题里那句“代码改完必须跑一遍”，其实挺到点子上。
- AgentForge 值得看的地方，也恰恰在这儿。
How to read this piece
Read it as a practical field note about VPS infrastructure, AI tools, deployment choices, or indie-developer execution. Focus on the decision points and the operational trade-offs.
Original Chinese edition
The complete source article remains available in the Chinese version of this page and at the original IDEAICU URL.