Token Waves @ComputeWave
大量 AI SaaS 在跑｜天天撞 Token 限额，只吐槽和分享 Joined August 2023-
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😂 当时我是猜的
今天为何不卡了？ 因为Anthropic 发报告了，今天要收敛下 😂 “小米被指将 MiMo 用户在日常使用中积累的真实交互和编程日志重新喂给 Claude，用于洗出高纯度的监督微调（SFT）和强化学习数据，Anthropic 甚至推测其部分免费试用机制客观上成了吸纳高质量多语言数据的漏斗；商汤被指控绕开了直接抓取，转而从第三方聚合中转服务商手里批量采购脱敏与未脱敏的用户交互库；而 MiniMax 则被指出资运营了一家表面完全独立的模型中转 API 平台，该平台蹊跷地只上架海外顶尖模型却完全不提供 MiniMax 自研模型，被 Anthropic 定性为专门用来“借鸡生蛋”、收集竞品高质量调用痕迹的诱饵服务。”
我有一个比较直接的建议：OpenAI 是否应该更多地使用 AI 来管理算力分配、产品发布节奏和线上运营？ 现在一个明显的问题是，在算力已经紧张的情况下，仍然持续发布新模型和新产品，结果往往是进一步挤压现有付费用户的资源，带来更严格的限流、性能下降和服务不稳定。 这其实非常适合交给 AI 解决。 AI 可以根据实时 GPU 容量、模型负载、用户等级、付费情况、历史使用量和新产品预计需求，动态决定算力如何分配、新产品应该立即发布、灰度发布还是延期，并优先保障现有付费用户的体验。 活动、Beta 资格和赠送额度也可以采用类似机制。相比静态规则和历史账户池，AI 可以根据真实使用、付费记录和长期活跃度分配稀缺资源，减少大量羊毛账户占用资源的问题。 如果 OpenAI 正在打造世界上最先进的 AI，那么算力调度、产品发布和线上运营，本身就应该率先实现 AI Native。 AI 不应该只驱动 OpenAI 的产品，也应该帮助运营 OpenAI 自己。
I have a fairly direct suggestion: should OpenAI use AI more extensively to manage compute allocation, product launch timing, and online operations? One obvious problem is that new models and products are sometimes launched even when compute capacity is already under heavy
I have a fairly direct suggestion: should OpenAI use AI more extensively to manage compute allocation, product launch timing, and online operations? One obvious problem is that new models and products are sometimes launched even when compute capacity is already under heavy pressure. The result is often tighter rate limits, degraded performance, and a less stable experience for existing paying users. This seems like exactly the kind of problem AI should solve. AI could continuously evaluate real-time GPU capacity, model load, user tier, payment status, historical usage, and expected demand from new launches, then dynamically decide how compute should be allocated, whether a product should launch immediately, roll out gradually, or be delayed, and how much capacity should be reserved for existing paying users. The same approach could apply to promotions, beta access, and free credits. Instead of relying mainly on static rules or legacy account pools, AI could allocate scarce resources based on real usage, payment history, and long-term engagement, while reducing abuse from large numbers of promotion-farming accounts. If OpenAI is building some of the world’s most advanced AI systems, then compute scheduling, product launches, and online operations should be among the first areas to become truly AI-native. AI should not only power OpenAI’s products. It should also help run OpenAI itself.
If OpenAI believes AI can run the future, it should first prove that AI can help run OpenAI.
先清理羊毛党掌握的免费算力，从team 到 plus，再到pro，大量免费赠送，真实付费用户体验极差
Demand for Astra is really unprecedented. We're pulling all the levers possible to sustain the demand, but I've not seen anything like it until now and we went through very steep growth before. Priority will always be to keep excellent service for existing users, but we might
一人公司能做，老板不懂那就招聘一个员工好了，都是ai完成的工作，人不重要
用起来！
ChatGPT Images 2.5—faster, sharper, smarter, with better tools for creating whatever you can dream of. - Faster image generation to keep your ideas flowing - Improved fidelity for more natural, recognizable images - Consistent details across multiple edits - Comment-based
ChatGPT Images 2.5—faster, sharper, smarter, with better tools for creating whatever you can dream of. - Faster image generation to keep your ideas flowing - Improved fidelity for more natural, recognizable images - Consistent details across multiple edits - Comment-based edits to change only what you want
小C做的一人公司，除了遇到善良单纯的老板，否则是不存在FDE的。 FDE只属于充沛的人脉关系网/大KOL/咨询公司/以及有名气的AI实施公司
现在对我来说，最难的就是定位
“Our servers are currently overloaded. Please try again later.” From what I can see, a large number of paying users are running into this problem. Yet Tibo keeps using the limited available compute to issue usage resets and apologies, while serving low-quality compute just to shut users up. The overloaded experience is terrible, and falling back to GPT-4o is outright fraud. @OpenAI @thsottiaux
Grok bot 要么降智了，要么之前提供的模型是fable5，现在换成了还不如grok 4.5的模型
@Mason2026Ai astra 现在疯狂overloaded，只能退回sol，sol耗时现在是平时的2倍
@Mason2026Ai 早啊 Mason，结识一圈新朋友辛苦了。慢慢回关挺好，稳着来最舒服～
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151 Followers 166 Following 03｜实体创业三次｜软件行业 to b 销售 目前大厂做了一年，准备离职中 做了4年多销售，一直在帮别人卖东西，向往OPC，希望有一天能卖自己的产品 btw.永远相信努力可以改变人生You might like
