复杂度守恒与可协商放置:AI评审如何扰动架构
原标题:Conserved amount, negotiable placement. Prompting perturbs one architecture, an AI reviewer both
AI 摘要
该论文在固定任务与模型下,让AI编码代理对两种架构(可变式Spring控制器与增量式OfficeFloor管道)各执行60个累积变更请求,比较五种提示条件下的复杂度变化。结果显示复杂度总量稳定(不同操作化下波动7%-20%),但架构的放置方式差异显著:可变式架构随外部指令移动,增量式架构几乎不动。唯一能移动增量式架构的是AI评审代理,它通过整合管道提高变更与质量集中度,但严格正确性在多数比较中下降。
正文节选
Conserved amount, negotiable placement. Prompting perturbs one architecture, an AI reviewer both Abstract Tesler’s conservation law holds that a problem carries an irreducible amount of complexity. Brooks separates that essential part from the accidental part a solution adds. If the essential part is fixed, architecture is placement rather than quantity, and the question is which levers move placement. An AI agent implements sixty accumulating change requests on one REST endpoint under two archi