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Pro 500 额度重置的问题,Tibo(OpenAI / Codex)说已经修好了。 他早前反馈有人没按预期重置,现在确认 All fixed,并补上差额。 我的理解:卡额度的 Pro 500 用户,现在应该能看到补发后的额度了。 你那边的用量显示正常了吗? 原帖:
All fixed. Surprising number of Pro 500 users on here.
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Pro 500 的额度重置,不少人说今早没到账。Cursor 的 Tibo 已在排查,并承诺会补偿。 我的理解:额度异常时先截图、等官方补发,暂时别另买额度。 你那边 Pro 500 重置正常吗? 原帖:
Seeing some reports that the Pro 500 didn’t get the reset as expected earlier. Investigating and will make up for it
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Perplexity 开源两款新模型。 CEO Aravind:pplx-decider-v1-27b(11 项基准均分 85.7%)与 pplx-embed-v2-context-9b-preview(ConTEB 等领先)。 我的理解:开源权重便于国内开发者本地/私有化试用,许可与下载以官方仓库为准。 你会先试决策模型还是嵌入模型? 原帖:
a few open source contributions from perplexity recently: •pplx-decider-v1-27b: SoTA multimodal decision model. 85.7% average across 11 benchmarks, ahead of Jev. •pplx-embed-v2-context-9b-preview: SoTA contextual embeddings, best on ConTEB and turbopuffer context-bench. •Lily: local inference engine for Apple silicon. rust plus custom metal kernels, no pytorch or mlx. 1.23x faster prefill and 1.35x faster decode than MLX-LM on an M5 Max •PII-Tracer: 0.6B on-device PII classifier that decides when a hybrid compute task stays on your Mac. beats OpenAI’s Privacy Filter on all 5 public benchmarks. also released with the PII-TRACE benchmark: 13k conversations in 13 languages •WANDR: benchmark for wide and deep research agents. 500 tasks needing 170k source-backed records •Numbat: agent detection and response for laptops and workstations. 52 rules, single go binary for macOS, linux and windows •Bumblebee: read-only supply chain scanner for dev machines. covers packages, MCP configs, and editor and browser extensions. a lot more open source contributions coming soon!
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谷歌 Suncatcher 原型卫星已升空。 Google AI:探索太空部署 ML 算力的 Project Suncatcher,与 Planet 合作原型卫星已入轨。 我的理解:长期科研叙事,短期不影响国内 Gemini 配额,但说明大厂在押注极端环境下的算力。 你更关心这类远期项目,还是当下 API 配额? 原帖:
Project Suncatcher has liftoff! ☀️🚀 Announced last year, this moonshot project explores if we can one day host machine learning infrastructure in space. After years of research, we’ve just launched a prototype satellite, built in partnership with @planet, into orbit on @SpaceX's Transporter-18 rideshare mission. This initial mission will gather data on how @Google TPUs handle the physical stress and extremes of spaceflight. Ultimately, these findings will help us explore how to potentially link multiple satellite constellations for scaled machine learning. By operating in low Earth orbit, these systems can tap into near-constant sunlight to generate up to 8x more solar power than on Earth.
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Grok Bot 全员用量限额已重置。 官方 @bot 宣布:所有 Grok Bot 用户的 usage limits 已重置完毕。 我的理解:Cursor/Grok Bot 侧额度刚刷过一轮,今天跑定时任务或手动对话都应回到正常配额。 你这边重置后还能用多久才再次撞墙? 原帖:
We've reset usage limits for all Grok Bot users. Enjoy!
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ChatGPT 付费账号全球额度重置已全部生效。 Tibo(@thsottiaux)确认:此前宣布的付费账号全球重置已全部传播到位,可正常使用。 我的理解:若你昨天重置后额度还没刷到,现在应已到位;Sol 高峰后的限流也一并缓解。 你付费账号里现在显示的额度是否已经刷新? 原帖:
Reset all propagated. Enjoy.
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Kimi K4来了
🚨 Kimi K4 Leak: Beat fable 5.1 >Moonshot AI is reportedly already planning its next monster model >Kimi K4 may beat Fable 5.1 and GPT-6 Astra >Moonshot is reportedly seeking more Nvidia Blackwell GPUs to train it >K3 already packs 2.8T parameters, the largest open-weight model released to date >K4 could push Moonshot's open-weight strategy even further >Worth noting: K3 itself is already tangled in controversy — the White House accused Moonshot of accessing Blackwell chips via Thailand servers to dodge export controls, and of distilling Anthropic's Fable model into K3's training No confirmed parameter count or release date ye
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DeepSeek 官号下场推 Harness 桌面版:macOS/Windows 直接装,Linux 走 npm(deepseek-ai/dsh)。 有现成桌面包,少折腾环境。 我的理解:对不想碰命令行的中文用户,本地试用门槛会低一截。 你会装哪一版? 原帖:
Please check out @DeepSeekHarness. We just released packaged desktop versions for macOS and Windows; Linux users can get it from the @​deepseek-ai/dsh package on npm. deepseek.com/harness
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Sundar:Google 与 Planet 的太空算力原型卫星今天发射成功。 最早团队提「把算力放进太空」时他就很兴奋;感谢 SpaceX,并说这只是开始。 我的理解:地面电力和散热是瓶颈,太空算力想象大,但离商用还早,国内开发者短期不用追。 太空算力能摊薄单位成本吗? 原帖:
I remember the first meeting where the team pitched the idea of putting compute in space - exciting idea! Today's successful launch with our partner @planet prototype satellite shows how far we've come...and how far there is to go. Thanks for the lift, @SpaceX, another spectacular booster landing too🚀
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付费 ChatGPT 明天太平洋时间上午 10 点做全球额度重置。OpenAI 的 Tibo 说,GPT-6.1 Sol 前两天因负载暴增变慢,现在已恢复到预期速度。 我的理解:订阅用户明天能重新拿满额度,Sol 卡顿也算官方确认修好了。 你那边 Sol 现在还慢吗? 原帖:
Global reset landing tomorrow 10am PST for all paid ChatGPT accounts. Apologies for the slow start with GPT-6.1 Sol, it's now back to running at expected speeds after the massive load spike in the first two days.
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Microsoft AI 上线三款语音新模型:流式转写 MAI-Transcribe-2-Streaming,以及 MAI-Voice-2.1 / Voice-2.1-Flash。 我的理解:偏实时语音 Agent 基建,做客服/助手可对标 Whisper 路线看延迟与成本。 你会先试转写还是 Voice Flash? 原帖:
Introducing 3 new models: MAI-Transcribe-2-Streaming, MAI-Voice-2.1 and MAI-Voice-2.1-Flash. Accurate streaming transcription. Natural speech and less waiting between turns. Build voice agents that keep the conversation moving!
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Sam 称 6.1 Sol 是增长最快的模型,高峰曾偏慢,现已明显改善。 我的理解:属于负载修好后的体验回稳,不必等新版本也能感觉延迟下降。 你这边 Sol 响应还卡吗? 原帖:
Also, 6.1 Sol was our fastest-growing model ever, and was a bit slow under load. Should be much better now!
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dots 主节点用量目前几乎不限,因此暂时无法给常规重置;Tibo 说需要尽快想出新机制。 我的理解:额度规则可能要从「按周期重置」改成别的计量,重度用户先盯官方口径别瞎等重置。 你更希望按日封顶,还是按任务计费? 原帖:
Because usage on your primary dot is virtually unlimited at the moment, I can’t really give a reset. I need to come up with something new fast.
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Claude 两周限时:在 App 里开启设计/幻灯片/文档后,同对话后续用量按 50% 计;可配 Claude Sonnet 5.5。 我的理解:本质是限时半价额度,适合赶方案、做 PPT 的订阅用户抓紧窗口试。 你会专门开新对话蹭这半价吗? 原帖:
For two weeks, start a design, deck, or doc in the Claude app, and the work that follows in that conversation uses 50% less of your usage limits. Give it a try with Claude Sonnet 5.5. It has a strong eye for design and builds slides that need minimal editing.
Community note
The post says work after starting a design/deck/doc "uses 50% less of your usage limits," but terms specify the discount applies only to the five-hour session limit and does not change the weekly usage limit. support.claude.com/en/articles/17…
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Cursor 现已接入 GLM 5.3 与 GLM 5.3 Flash;官方称 GLM 5.3 Max 是 CursorBench 4.0 上得分最高的开源权重模型。 我的理解:国内开源线进 Cursor 主入口,订阅用户可直接切模型试写码,不必再绕第三方。 你们会把默认模型换成 GLM 吗? #AI 原帖:
GLM 5.3 and GLM 5.3 Flash are now available in Cursor! GLM 5.3 Max is the best-scoring open-weight model on CursorBench 4.0.
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SynthID Bio 来了:DeepMind 能给 AI 生成的蛋白质嵌隐形水印。 官方称这是世界首例——签名直接写进蛋白序列,还不影响生物功能。 我的理解:对中文用户来说,短期难直接用到,但说明 AI 生物设计的可追溯性已经提上议程。 你更关心它防滥用,还是怕拖慢正当研究? 原帖:
SynthID Bio is our new family of watermarking methods made for AI-generated biological designs. In a world first, we can now embed an imperceptible signature directly into protein sequences without affecting their biological function. 🧵
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ChatGPT 现在能直接搭并部署 MCP server 了。 @thsottiaux 说:可在 ChatGPT 里 build/deploy MCP servers,还能限制访问或公开分享。 我的理解:接自定义工具的开发者,部署门槛又低了一截,不必先自建流水线。 你会先做个人插件,还是直接公开给别人用? 原帖:
One more thing, you can now build and deploy MCP servers right through ChatGPT. And restrict its access to anyone you want or share it with the world.
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Perplexity 开源上下文嵌入模型:切块时能看到整篇文档。 pplx-embed-v2-context-9b-preview 在 ConTEB 和 turbopuffer context-bench 上刷了新高。 我的理解:中文长文档 RAG 常被断章坑,这类模型可能比普通 chunk 嵌入更稳。 你会拿它替换现有开源 embedding 吗? 原帖:
We built a new way to train contextual embedding models, which encode each chunk of a document with the whole document in view. pplx-embed-v2-context-9b-preview sets a new state of the art on ConTEB and @turbopuffer's new, privately held context-bench. perplexity.ai/hub/blog/conte…
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Grok Bot 现在能把写代码的活直接交给 Cursor。 还能用 GitHub、Origin 插件管 PR,并分享搭出来的视频演示。 我的理解:Cursor 用户多了一条「聊天里派活、PR 里收尾」的路径,少在工具间来回切。 你更想先试任务移交,还是 PR 管理? 原帖:
Grok Bot is now more powerful for building software. Bots can hand off coding tasks to Cursor, manage your PRs with GitHub and Origin plugins, and share video demos of what they build.
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GPT-6.1 Sol 把 ChatGPT 和 Codex 挤爆了,官方已加容量。 Tibo 说这是 API 和订阅端都史上最火的模型之一;接下来几小时速度会明显回升,差不多能到现在的两倍。 我的理解:短时变慢多半是流量顶满,不是模型挂了;高峰过后再打开通常就顺了。 你现在这边还卡吗? 原帖:
GPT-6.1 Sol is our most demanded model pretty much ever both across both the API and subscriptions. Within ChatGPT & Codex, we were under heavy load, but have brough more capacity online and the speed should get much better in the coming hours, reaching almost twice the speed compared to what we served yesterday.
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