Agent 写代码很快，但做 ML 实验却异常困难——代码写完只是开始，真正的验证要等几天甚至几周。一个实现 bug 可能让你放弃整条研究路线，一个 checkpoint 没保存让几天训练白费。本文介绍 Superpowers-ML：将软件工程的 TDD、code review、verification 延伸到 ML 领域，通过四层 Validation Pyramid 在几分钟内抓出问题，用 Watchdog 守护长时间训练，让 agent 每次出手都更准确。

AI agents write code fast, but ML experiments operate on a different timescale — real verification takes days or weeks. One implementation bug can invalidate a promising research direction. One unsaved checkpoint wastes days of training. Superpowers-ML extends software engineering discipline into ML through a four-layer Validation Pyramid that catches problems in minutes, plus a Watchdog system for long-running training — making every attempt count.