一个补丁A patch
git apply autooptm.patch python your/entry.py …
标准 diff，不依赖我们。跑法跟以前一模一样。 A plain diff that depends on nothing of ours. You run it exactly as before.
给一个仓库地址，拿回一个补丁。 Give it a repo. Get back a patch.
只有在你自己的程序里真的变快了，才计费 Billed only when it is faster in your own program
git apply autooptm.patch python your/entry.py …
标准 diff，不依赖我们。跑法跟以前一模一样。 A plain diff that depends on nothing of ours. You run it exactly as before.
用你的命令、你的输入，落地前后各测多次取中位数。 Your command, your inputs, sampled before and after, median reported.
04 对比The alternatives
| AutoOptm | 自己用 Claude / 提示词Prompting an LLM yourself | 请人做性能优化Hiring a performance engineer | |
|---|---|---|---|
| 你要花多少时间盯着How much of your time it takes | 零。提交完就可以走开None. Submit and walk away. | 全程盯着 —— 它跑偏了只有你看得出来All of it. You are the only one who notices when it goes wrong. | 对齐、答疑、reviewBriefing, questions, review |
| 输出会不会变Does the output change | 不会 —— 超出容差的改动一律回滚No. Anything outside tolerance is reverted. | 没人检查Nobody checks | 看这个人的习惯Depends on the engineer |
| 谁验证它真的更快Who proves it is faster | 冻结的评测台，两臂多次采样取中位数A frozen harness, both arms, median of repeated samples | 没有人 —— 你自己搭台子测Nobody. You build the harness. | 同一个人既改也测The same person who wrote it |
| 没提速的话If it does not get faster | 不收费You are not charged | token 照付You still paid for the tokens | 工时照付You still paid for the time |
在你实际要跑的那张卡上优化 —— 优化结论不通用， 同一个改动在 A10 上是提速，在 H100 上可能是拖累。 Optimised on the card you actually run — conclusions do not transfer: the same change that wins on an A10 can lose on an H100.
05 定价Pricing
每次优化真实消耗 GPU 分钟和 token，所以按量计费而不是固定月费。系统先给出预期加速比和 credit 报价，你确认后才开跑——达不到承诺，credits 全额退回账户。Every run burns real GPU minutes and real tokens, so it's metered, not a flat subscription. You get a projected speedup and a credit quote before anything runs. Miss the target and the credits go straight back to your balance.
订阅赠送的 credits 按月清零；充值的 credits 永不过期。完整费率表见定价页。 Subscription credits reset monthly; topped-up credits never expire. Full rate card on the pricing page.
诊断阶段免费。看到加速比和报价之后，你再决定要不要付。Diagnosis is free. You decide whether to pay once you've seen the speedup and the quote.