Token Waves @ComputeWave
大量 AI SaaS 在跑｜天天撞 Token 限额，只吐槽和分享 Joined August 2023-
Tweets98
-
Followers1K
-
Following2K
-
Likes852
不要那么阴谋论，astra 还没有到需要这样做的时候。你们但凡会用grok 问一下搜一下，都能够获得更广泛的结论。openai 单纯就是算力紧张造成了 fallback + 产品经理的不负责 + 完全vibe coding 造成的历史问题的复现。
😂 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
zeisschoice | 八爪�... @zeisschoice
3K Followers 4K Following 👉大龄码农，市场小散，互联网游民，AI应用探索者 👉Older coder, market diver, internet nomad, AI application explorer
High-end Grunt @RogerWei1982
6K Followers 7K Following Civil Engineer | Sharing books, travels Weekends and holidays are for family.
ccod @ifccod7391564
650 Followers 2K Following 互联网工作者 稳定高效的图片/视频api： https://t.co/6kTCuFDm3d 编码，文本，内容生产的最佳搭档：https://t.co/6kTCuFDm3d
Ali Bulut @a_bulut
21K Followers 21K Following Huzur ve estetiğin izinde 🌿 Doğa • Müzik • Sessizlik Merak uyandıran tıbbi süreçler Günlük huzur ve ilham paylaşımları
ﾛﾝｸﾞﾁｰｽ... @zannenknegative
237K Followers 242K Following 新卒入社心身崩壊転職6回無職期間は5年超えで職歴ボロボロ涙ポロポロ見せかけFF反応皆無の雑魚人間。そこから現在は大企業に入り最短で昇進。好きなものはゲームとかアニメだったはず。他→NISA（個別株、投信積立）、SE、Webマーケ、副業（ツール開発）、つけ麺、飲食店探し
𝗛 𝗔 𝗕 𝗜 �... @habib_xm
5K Followers 4K Following Web3 since 2021 NFT Alpha | Community Manager | Project Marketer Real minters, real hype ➤ no bots Open for collabs 🤝 DM me
GeorgeAlbuquerque @Georgealbuquerq
48K Followers 11K Following Comentarista de tv ao vivo , cinema , series ,antropólogo por correspondência ,leio mentes e amo os anos 80 e-mail : [email protected]
Next Level Rooms @NextLevelRooms
2K Followers 5K Following ✨ Smart Room Ideas | Luxury Designs | Home Inspiration🏡 Dm for promotion and collaboration✨
Tony Insights @Mr_tony100
3K Followers 4K Following Building wealth, building knowledge, building a meaningful life. Crypto, markets, technology and everyday moments. No hype. Just learning and sharing.
Atlas Research @atlas_res
13K Followers 3K Following markets & macro research workspace. do your own research.
Webitlio @webitlio
39 Followers 792 Following Read the latest tech news: https://t.co/TQ27VoxmfH Support my independent journalism: https://t.co/ywgS2nak3A
Alfred @PazConAlfred
2K Followers 5K Following Reflexiones profundas para calmar la mente y sanar el alma. 🌿
TranThanh @TranThanh261988
4K Followers 3K Following Crypto & Web3 -Creator - theo góc nhìn thực tế🥸 Tâm lý thị trường Chia sẻ hàng ngày – DYOR
AN Crypto @ANCrypto_
5K Followers 4K Following 🚀 Full-time Crypto since 2018 🎁 Airdrops | 📈 Trading | 📊 Market Analysis
💫Amelia_Amy アメ... @moncriefbob
178 Followers 2K Following Graphic Designer 🎨 Logos | Banners | 2D/3D Art | VTuber Models Designing visuals that stand out 🚀
Herbert R. Sim @HerbertRSim
391K Followers 355K Following PhD(c), MBA | CMO @WebseaOfficial 🌊 VC https://t.co/zjtLNJnnXR 📊 https://t.co/oNUDO3mJYb (1999) 🧠 https://t.co/QgASuagPYr (2002) 🧬 https://t.co/ezk6p48GZM (1997) 🦾
African baddies 💐�... @maphulah
11K Followers 1K Following Showcasing African beauty & fashion 📹 Daily viral clips 🌍 Celebrating Africa 👇 Follow for daily content
Bdark @Bryankdark
11K Followers 11K Following It's about time! ✨Reviving. Exploring anything interesting. 时事 | 生活金句 | meme | 观察者 | 探索一切有趣的事
Ms.Rose @NguyenDung47847
10K Followers 11K Following Thích gì thì em đăng, thế thôi :)) 🤝 Kết nối cộng đồng
Zaphod Beeblebrox @TheMelodyOfCode
8K Followers 7K Following Blues & blues rock junkie 🎶 | Chess nerd ♟️ | Obsessed with space & Ai weirdness 🌌🛰️ Peace ☮ 🇮🇱 🇩🇪 🇬🇧 🇺🇲 ☮ Always got a towel. Don't Panic!
Treefi @treefionline
620 Followers 2K Following Africa's Premium Tech-driven climate-smart agro-allied landscape company building green homes, cities and blue ecosystems.
Njoro Physio. @Josephkaruingi
5K Followers 6K Following Physiotherapist 🩺 | Rehabilitating with love ❤️ | Restoring movement | Promoting a pain-free life | Storyteller | Be you. Stand your ground. | Chelsea 💙
Zenith Ye @ZenithYeAI
671 Followers 737 Following AI PM at a semiconductor simulation startup | Building AI-powered plasma simulation & digital twins | Multi-Agent systems builder | Claude Code power user
Ic3Ma0 @Ic3Ma0
78 Followers 2K Following 04 年｜AI Native Coder 挑战用Ai开发一款属于自己的游戏并盈利 微信公众号：Parallax平行视角
HyperNova @HyperNovaXT
6K Followers 7K Following ₿ Crypto | ⛓️ Web3 | 🌐 Onchain 👤 Just a curious mind exploring Web3 📈 Growing on X, one post at a time 🧠 Learning • Building • Earning
𝑺𝒂𝒓𝒊𝒉�... @JannatSariha
18K Followers 17K Following 𝑨𝒎𝒃𝒂𝒔𝒔𝒂𝒅𝒐𝒓 𝒐𝒇 𝑾𝒆𝒃3 || 𝐂𝐫𝐞𝐚𝐭𝐨𝐫 & 𝐁𝐮𝐢𝐥𝐝𝐞𝐫𝐬 || Member of @weTeamNG
Support | X Layer @XLayerOfficial_
365 Followers 3K Following The New Money Chain. Make everything onchain. The only official X Layer channel. Engagement # Endorsement.
Crypto Nayem @realNayem
17K Followers 16K Following I post the thing CT skipped. Bitcoin, rails, AI. No hype. Just analysisss 🤘 //DM for any type of help. TG @realNayem
0xUpkiba @0xUpkibaVn
12K Followers 12K Following Contribute: @axisrobotics Deep research on crypto projects ｜ No signals, no hype ｜ Searching for verifiable certainty in the noise
AutonomyEverything @AutonomyAdam
2K Followers 2K Following Expert in Autonomous Vehicles 20 year stock investor Long term tesla investor
PSam @ottahsamuelb
6K Followers 4K Following Host || CRM || Virtual Assistant || Human Resource Manager || Data Analyst || Content Creator || Instructor || Bio-Statistician || Event Manager
Levi 卧云 @zmdsb259414
5K Followers 6K Following 👨🎓06 在校 all in AI 自媒体创业 🤖 分享AI工具｜内容创作｜生活与思考｜X 增长｜Crypto 📈 挑战 100 天实现五位数收入 💬 欢迎交流，社群https://t.co/kcSDeprwvt，一起做 AI 时代的长期主义者
Taizo Zushi @tzushi
518 Followers 557 Following Drawing The Bow On Early Gems 🏹 Crypto Degen With Research• Aim• Shoot • Moon • DM For Collabs 📩
ORHAN @OrhanGhazi65942
3K Followers 2K Following Immersed in Al & tech | Curating bold ideas, emerging trends & playful chaos | DM for collabs and paid promotions
Steven Feng @stevenyfeng
3K Followers 502 Following Research Fellow @AnthropicAI. Stanford CS PhD student @stanfordnlp @StanfordAILab. Master's @CarnegieMellon @LTIatCMU, undergrad @UWaterloo @UWCheritonCS.
Rajat Sen @rsen91
350 Followers 471 Following research scientist @ google ai, time-series (see TimesFM - https://t.co/OWLvkKhnjP), llm efficiency, bandits
idan shenfeld @IdanShenfeld
2K Followers 198 Following PhD student @MIT | Prev student researcher @GoogleDeepMind
Daniel Khashabi 🕊�... @DanielKhashabi
3K Followers 1K Following I play with intuitions and data. Now: @jhuclsp @jhucompsci Past: @allen_ai @uwnlp @Penn @cogcomp, @Illinois_Alma, @MSFTResearch He/Him
Brian Zheyuan Zhang @zheyuanzhang99
246 Followers 502 Following CS PhD Student @JohnsHopkins; Prev: @UMich, @UMassAmherst | World Model, Memory, and Continual Learning
Jay Hack @mathemagic1an
77K Followers 4K Following Head of AI @clickup. Tweets about AI, computing and their impacts on society. Previously founder @codegen / ML @palantir / startups. Not a pseudonym.
Tilde @tilderesearch
6K Followers 6 Following We build foundational understanding of models to advance the frontier of intelligence.
célina @hanouticelina
1K Followers 628 Following engineer @huggingface | co-maintainer of 🤗/huggingface_hub | ⵣ
Farza 🇵🇰🇺�... @FarzaTV
128K Followers 2K Following hi. i make things. hacking on @heyclicky. prev founder @_buildspace.
Michael Rabinovich @MikushRab
2K Followers 136 Following AI4Engineering @HuggingFace🤗 3D geometry processing, simulation, and AI.
Pengming Wang @PengmingWang
965 Followers 394 Following Research @poolsideai | prev @DeepMind (FunSearch, RL)
🇺🇦 Dzmitry Bahd... @DBahdanau
11K Followers 43 Following Team member at @periodiclabs. Adjunct Prof @ McGill. Member of Mila, Quebec AI Institute. Stream of consciousness is my own.
Damon Falck @DamonFalck
150 Followers 165 Following Post-training @inherent_labs. Prev. safety & alignment @MATSprogram, ML @UniofOxford, quant @DRWTrading.
Mario Zechner @badlogicgames
73K Followers 1K Following Armin's handler at https://t.co/B05ybKGkzx. Old man yelling at Claudes. https://t.co/Q1wG57v1yc https://t.co/mnOoWUr0TO https://t.co/8i5vIRE0Wn
Sylvain Gugger @GuggerSylvain
29K Followers 364 Following Machine Learning at Jane Street. Previously at @huggingface and @fastdotai Co-author of https://t.co/lywnOAwwnc He/him
Dan Kornas @DanKornas
99K Followers 454 Following AI/ML Engineer AI Tools Ranked: https://t.co/8ezZSwN2WP Newsletter: https://t.co/NMMvPSmzua Dans AI Lab: https://t.co/uIBlLyXFKu
Michael Bronstein @mmbronstein
59K Followers 8K Following #DeepMind Professor of #AI @UniofOxford / Director #AITHYRA / Chief Scientist @proximabio / https://t.co/kZpGpDzYeV (opinions are mine) 🤖🧪🧬🎶🐎
Zack Korman @ZackKorman
17K Followers 2K Following Cofounder @ Embroidery. Building AI cybersecurity stuff.
Sanja Fidler @FidlerSanja
19K Followers 497 Following Associate Professor @UofT, Vice President of AI Research @nvidia, founding member of @VectorInst. Computer vision, deep learning, 3D. Opinions are my own.
Jun-Yan Zhu @junyanz89
14K Followers 696 Following Building the Frontier of Multimodal Inference @NunchuxAI, Associate Professor at the Generative Intelligence Lab @CarnegieMellon.
Silvio Savarese @silviocinguetta
13K Followers 47 Following Executive Vice President, Chief Scientist @salesforce. Adjunct Professor of Computer Science @Stanford University. Faculty co-director @StanfordSVL. #AI
Deepak Pathak @deepakpathak
31K Followers 422 Following Co-Founder & CEO @SkildAI, Faculty @CarnegieMellon. PhD @UCBerkeley; BTech @IITKanpur I study topics in AI (robotics, machine learning & computer vision).
Zico Kolter @zicokolter
29K Followers 776 Following Professor and Head of Machine Learning Department at @CarnegieMellon. Board member @OpenAI and @Qualcomm. Chief Scientist @GraySwanAI.
Jakob Foerster @j_foerst
26K Followers 1K Following Associate Prof in ML @UniofOxford. Something Something Research Scientist @MetaAI. Something @BOLD_LAB_AI. Always #teamhuman. Opinions belong to the world.
Ben Poole @poolio
23K Followers 2K Following ex-google brain and deepmind. phd in neural nonsense from stanford.
Tejas Kulkarni @tejasdkulkarni
22K Followers 2K Following Solving World Models @GoogleDeepMind. ex CEO @CSM_ai. Interested in AGI, Brain and AI creativity. PhD @mitbrainandcog
Andrew Gordon Wilson @andrewgwils
41K Followers 1K Following Research Lead @perplexity_ai. Professor of machine learning at NYU Courant.
Russ Salakhutdinov @rsalakhu
129K Followers 201 Following CSO @ Sooth Labs, Professor @ CMU, President Elect ICML Board, Ex-VP of Research @ Meta (Multimodal LLMs, AI Agents), ex-Director of AI at @Apple
Patrick Loeber @patloeber
76K Followers 1K Following member of technical staff @GoogleDeepMind • gemini api & ai studio • my views
Matt Harrison @__mharrison__
170K Followers 929 Following AI + Python 🐍 + Data Science 🚀 trainer @__metasnake__ 🦜 Speaker ✍ Author 👨🏫 Instructor (@Stanford) 📣 DM for Sponsorship
Hyunwoo Kim @hyunw_kim
3K Followers 791 Following Cognition/Reasoning/Social + AI @NVIDIA | @KAIST_AI
Bo Liu (Benjamin Liu) @Benjamin_eecs
2K Followers 572 Following Incoming PhD @StanfordNLP | BS @PKU1898 | Building continually self-improving AI | Prev @DeepSeek_AI @AIatMeta | DeepSeek-V1/V2/VL/Prover ALE SPIRAL SPICE SPADE
Zhijian Liu @zhijianliu_
10K Followers 986 Following Building something new (@inco_ai). Faculty @UCSanDiego (running https://t.co/dxXyoN9zSi). Prev: PhD @MIT. RS @NVIDIA. Efficient AI. Views are my own.
Dimitrios Skarlatos @dimitriosSkar
58 Followers 104 Following Building @lithos_ai 🚀 | Assistant Professor, CSD @carnegiemellon
Edward Grefenstette @egrefen
47K Followers 926 Following FR/US/GB AI/ML Person, Director of Research at @GoogleDeepMind, Honorary Professor at @BOLD_Lab_AI, @ELLISforEurope Fellow. All posts are personal.
Ofir Press @OfirPress
20K Followers 10K Following I push the AI frontier by building tough benchmarks with amazing people. SWE-bench, ProgramBench, SWE-agent, SciCode. Postdoc @Princeton. PhD @nlpnoah @UW.
Neel Nanda @NeelNanda5
47K Followers 122 Following Mechanistic Interpretability lead DeepMind. Formerly @AnthropicAI, independent. In this to reduce AI X-risk. Neural networks can be understood, let's go do it!
Stella Biderman @BlancheMinerva
19K Followers 915 Following Ensuring that tech companies don't have a monopoly on being able to do research on cutting edge AI @AiEleuther. She/her
Leo Boytsov @srchvrs
10K Followers 2K Following Machine learning scientist and engineer @Oracle speaking πtorch & C++. Past @awscloud, @LTIatCMU. Opinions sampled from MY OWN 100T param LM.You might like
