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minimax-m3.1VIDEO

实测:M3.1 Flash 花 17 美分、18.5 分钟把 1564 行单文件拆成 13 个文件

作者用 3 个 subagent(两个读代码、一个验收),先给旧版功能截图并写 Playwright 测试当答案,再逐块拆分、每步跑测试通过才提交,最后用 jscpd 去重、knip 删死代码、把硬编码密钥移入 .env 并轮换;按 API 价共约 17 美分、18.5 分钟。

Vox
@Voxyz_ai4 天前收录原推发布于 2026.10.23
Vox @Voxyz_ai原推发布于 2026.10.23
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𝟭𝟳 𝗰𝗲𝗻𝘁𝘀 at API prices. 18.5 minutes. That's all it took M3.1 Flash to split a 1,564-line single-file monster into 13 files and throw in a settings panel. Yes, the mystery model that topped OpenRouter for 10 days. To clean up your own project, have it send out 𝟯 𝗰𝗼𝗽𝗶𝗲𝘀 𝗼𝗳 𝗶𝘁𝘀𝗲𝗹𝗳 (subagents), two to dig through the code and one to check the work: → Before you touch anything, screenshot every feature and write the core flows as Playwright tests that pass on the old version first. That's your answer key → Split one piece at a time and run the tests after each. If they pass, commit. If something breaks, go straight back to the last commit → Run npx jscpd to find copy-pasted code and merge it, run npx knip to find what nothing uses and delete it, and move hard-coded keys into a gitignored .env, then rotate them

这条是引用着另一条写的:x.com/minimax_ai/status/2112150867868541221

x.com/voxyz_ai/status/2113654413491376420采集于 2026.10.24 12:09