Editorial context编辑说明
What this briefing adds本期解读价值
The shift from writing code to designing self-correcting loops. Engineering agents aren't just faster programmers—they're PID controllers optimizing over machine-readable constraints.
Echo adds source selection, synthesis, bilingual framing, and interaction design. This briefing is an independent editorial layer and does not replace the original work.
从编写代码到设计自修正循环的范式转变。工程 Agent 不仅是更快的程序员——它们是针对机器可读约束进行优化的 PID 控制器。
Echo 在原始材料之上补充选题、信息综合、双语语境与交互设计。本页是独立编辑解读，不能替代原文。