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A rolling archive of AI launches, model updates, research, and builder signals. Every item links to the original source and gets its own indexable page.

Last synced Jun 13, 2026
IndustryGlobal Capitalism Bets It All on AI Future That Alarms VotersAnthropic 秘密申请上市，估值 9650 亿美元Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.www.bloomberg.comIndustry谷歌Android安全负责人因反对军事AI合作辞职谷歌 Android 平台安全负责人因反对公司与美国国防部在 AI 领域的机密合作而辞职，他在内部信中直指公司管理层已“丧失道德指针”。#谷歌军事 AI 合作# #AI 伦理#Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.www.ithome.comIndustry扎克伯格承认 Meta AI 转型"脱轨"：裁员 10%、转岗 7000 人后组织调整过快路透社今天（6 月 13 日）披露了一份 Meta 公司昨日（12 日）发布的内部备忘录，公司首席执行官马克 · 扎克伯格（Mark Zuckerberg）明确承认在公司 AI 转型中，公司的组织调整存在问题。Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.www.ithome.comAI Models智谱 GLM-5.2 全量开放，支持 1M 上下文且下周开源Recommended for tracking AI model releases: model updates often change what products can automate, how much they cost, and which stack choices stay current.Weixin Official Accounts PlatformBuildersSemiAnalysis 洞察 Token 经济：200 美元 AI 订阅榨出 70 倍用量研究机构和咨询公司 @SemiAnalysis_ 于 6 月 11 日在 X 平台发布推文，指出 Anthropic 的 Claude Max 与 OpenAI 的 ChatGPT Pro 月费虽然都是 200 美元，但若按照 API 用量计算，用户最高可消耗价值 8000 美元和 14000 美元的 Tokens。Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.www.ithome.comIndustryAnthropic's safety warnings may have just backfired - the government has pulled the plug on its most powerful AIAnthropic的安全警告可能适得其反--政府已撤回其最强大AIAnthropic isn't hiding its frustration. "We disagree that the finding of a narrow potential jailbreak should be cause for recalling a commercial model deployed to hundreds of millions of people," the company wrote in a blog post.Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.TechCrunchIndustryOpenAI Probed by Coalition of State Attorneys GeneralOpenAI 遭多州总检察长联合调查Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.www.bloomberg.comBuildersOran Ge 开源《人味儿写作心法.skill》解决AI写作缺人味今天凌晨五点的时候，我让 AI 帮我打磨一段文案，打磨三遍给我看。 AI 改完之后，我发现一遍比一遍讲究，但是一遍比一遍缺人味儿。 我已经用上最贵的 Claude Fable 5 了，还这样，让我很生气。 最后我跟 AI说，你改完之后，人味儿变少了。 https://t.co/XGZkcTmolrRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)BuildersResults from the first Anthropic Public RecordAnthropic首次公众调查：近半美国人盼AI治愈疾病，超六成担忧失业Anthropic Public Record is a national survey of attitudes and opinions towards AI.Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.www.anthropic.comBuildersHow to Use Hermes Agent with OpenRouter： Setup， Models & RoutingHermes Agent 在 OpenRouter 上的使用指南：设置、模型与路由Connect Nous Research's Hermes Agent to OpenRouter in 2 steps. Covers the 64K context requirement, model aliases, provider routing, fallback chains, and cost controls.Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.openrouter.aiBuildersHow to Get the Lowest-Cost LLM Inference on OpenRouter如何在OpenRouter上获得最低成本的LLM推理Append :floor for the cheapest provider, cap spend with max_price, and start free with 20+ zero-cost models. Plus the billing gotchas to avoid.Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.openrouter.aiAI Productsolmo-eval： An evaluation workbench for the model development loopolmo-eval：面向模型开发循环的评估工作台A Blog post by Ai2 on Hugging FaceRecommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.huggingface.coAI Products字节豆包上线"任务模式"：支持定时执行与文件生成，"思考模式"升级为"专家模式"字节豆包上线“任务模式”，AI 可自主规划并执行复杂任务，如生成 PPT、分析数据、定时生成报告等，实现从对话到交付的跨越。同时，“思考模式”升级为侧重深度推理的“专家模式”。#豆包 AI##人工智能#Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.www.ithome.comAI ModelsMiniMax M3， Open-Weight， Now On Hugging Face ， with only ~428B parameters and ~23B activated paramet…MiniMax M3 开源权重模型发布，已上架 HuggingFaceMiniMax M3, Open-Weight, Now On Hugging Face , with only ~428B parameters and ~23B activated parameters Weights: https://t.co/g4Ybfa2kWH MiniMax Sparse Attention: https://t.co/HcTlWRotG3Recommended for tracking AI model releases: model updates often change what products can automate, how much they cost, and which stack choices stay current.X (formerly Twitter)AI Models🌘 Kimi-K2.7-Code， our latest coding model， is now released and open-sourced！ 🔷 Improved coding & …Kimi 发布并开源最新代码模型 Kimi-K2.7-Code🌘 Kimi-K2.7-Code, our latest coding model, is now released and open-sourced! 🔷 Improved coding &amp; agent performance over K2.6: +21.8% on Kimi Code Bench v2, +11.0% on Program Bench, and +31.5% on MLS Bench Lite. 🔷 Reasoning efficiency: Less overthinking, with 30% lower https://t.co/jFS7I40avsRecommended for tracking AI model releases: model updates often change what products can automate, how much they cost, and which stack choices stay current.X (formerly Twitter)BuildersNew OpenAI Academy courses for the next era of workOpenAI 推出面向新时代工作的新 Academy 课程Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.openai.comAI ModelsinclusionAI/VISTA-4BinclusionAI 发布 VISTA-4B GUI 定位视觉语言模型We’re on a journey to advance and democratize artificial intelligence through open source and open science.Recommended for tracking AI model releases: model updates often change what products can automate, how much they cost, and which stack choices stay current.huggingface.coBuilders小互开源公众号自动排版技能组合升级了下公众号排版技能 晚一点发布，还需要优化下 增加了一些主题和优化了预览和浏览页面的阅读体验 https://t.co/O1IsDlfY0LRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)Buildersqiaomu-ai-prd：面向AI的PRD生成Prompt现在都是 AI Agent做开发，人喜欢的 PRD 和 AI 喜欢的是不一样的。 为了精准高效开发，写了个专门服务于 AI 的PRD文档生成Prompt。 先有这个文档，再给AI开发，功能完整度和丰富性会远远比自己想的全面、好用。 Skill开发好了，安装指令： npx skills add joeseesun/qiaomu-ai-prd https://t.co/3DLjz1eJVTRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)Builders5个AI文明社会实验：Claude建乌托邦，Grok四天团灭Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.mp.weixin.qq.comAI Products苹果 iOS 27 健康 App 大改：卡片布局、营养识别、围绝经期追踪科技媒体 MacRumors 今天（6 月 12 日）发布博文，报道称在 iOS 27 系统中，苹果大幅优化了健康相关内容，涵盖重新设计界面、增强视觉智能营养识别、追踪围绝经期、优化健身数据同步等。Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.www.ithome.comBuildersSpec 驱动开发（SDD）的三个 Skills：覆盖 Spec→Implement→Verify 闭环Spec 驱动开发 (SDD) 需要这三个 Skills：覆盖 Spec -> Implement -> Verify 闭环 Agent 出错往往是需求理解偏差。解决办法是把规格当作 PR 的一部分，让队友和 Agent 都能对照同一份文档。 规格分两层： 1. 产品规格：PRODUCT.md 做什么，用户视角、用户故事、可验证的产品不变量 2. https://t.co/8y6CYOCea2Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)AI ProductsIntroducing developer mode for browser use in Chrome and the Codex in-app browser. Codex can use th…Codex 推出浏览器开发者模式Introducing developer mode for browser use in Chrome and the Codex in-app browser. Codex can use the Chrome DevTools Protocol (CDP) to debug browser issues by profiling JavaScript performance and inspecting console output, network traffic, and page state. https://t.co/JTFjgCHmgIRecommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)AI ProductsWe heard you wanted to use Codex rate limit resets on your own time. Starting today， we're rolling …OpenAI Codex 推出速率重置攒存功能We heard you wanted to use Codex rate limit resets on your own time. Starting today, we’re rolling out the ability to save rate limit resets to use later. We’re starting Go, Plus, Pro, and Business users with one free reset: https://t.co/gucyTi04wcRecommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)Research研究模拟显示：LLM 在 95% 的模拟中会使用战术核武器My AI nuclear simulation is out now, and it's a WOPR.Recommended for tracking AI research: research signals often become tomorrow's product primitives, safety constraints, or developer techniques.www.kennethpayne.ukBuildersHow to prompt like a pro with Replit 🤖 Vague prompts just mean more rewrites. Here's how to get Ag…Replit 专家级提示词技巧How to prompt like a pro with Replit 🤖 Vague prompts just mean more rewrites. Here's how to get Agent to build the right thing the first time. 🧵 Open thread ↓ https://t.co/GXS97EiK1zRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)AI ProductsReplit and @databricks integration just leveled up. Build apps where every user sees only what they…Replit 与 Databricks 集成升级，公开预览开放Replit and @databricks integration just leveled up. Build apps where every user sees only what they should. Your HR analyst can build a full org view for the CEO without ever accessing the underlying data. Public preview is open for sign up! Read more → https://t.co/6ZvFICfLtkRecommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)Industry全自主无人机首次击毙了人类士兵A senior figure in the Ukrainian defence industry told New Scientist that a test took place two years ago involving fully autonomous drones set to destroy anything in a given area, with confirmed casualtiesRecommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.New ScientistAI ProductsAI agents are powerful， but they don't remember your preferences. So you end up repeating instructi…Replit Agent 新增自定义指令与技能功能AI agents are powerful, but they don’t remember your preferences. So you end up repeating instructions- How you structure projects. Your brand guidelines. You can now teach Replit Agent your conventions with Custom Instructions and Skills. It'll take them into account for https://t.co/WntiVxyzBORecommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)AI ProductsWe're integrating Deep Research as a native skill inside Computer. It now connects to the agent har…Perplexity Computer 集成 Deep ResearchWe're integrating Deep Research as a native skill inside Computer. It now connects to the agent harness that powers Computer, with access to search as code generation, long running sandboxes, connectors, tools, and licensed data. Available now to Pro and Max subscribers. https://t.co/uHpVISkh2PRecommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)AI ProductsDeepSeek-R1 的开源实现Fully open reproduction of DeepSeek-R1. Contribute to huggingface/open-r1 development by creating an account on GitHub.Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.GitHubAI ModelsGemini Omni Flash is SOTA at image to video， text to video， and video editing ： ） Excited to get t…Gemini Omni Flash 视频任务达 SOTAGemini Omni Flash is SOTA at image to video, text to video, and video editing : ) Excited to get this to developers in the API soon! https://t.co/u0fzmJwBb4Recommended for tracking AI model releases: model updates often change what products can automate, how much they cost, and which stack choices stay current.X (formerly Twitter)BuildersWhat Is an LLM Gateway？ The Missing Layer Between Your App and AI Models什么是 LLM 网关？应用与 AI 模型之间缺失的一层Without an LLM gateway, provider outages become user-facing errors and AI spend stays opaque. Compare the best options by routing, compliance, and setup time.Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.openrouter.aiIndustryJeff Bezos raised $12B for Prometheus at a $41B valuation， seven months after launching it at $6.2B …Prometheus 融资120亿美元，估值410亿美元，定位"人工通用工程师"Jeff Bezos raised $12B for Prometheus at a $41B valuation, seven months after launching it at $6.2B with no shipped product. The pitch is an "artificial general engineer" that compresses the design-to-build loop by 10x or more. The problem is that the physical economy can't be https://t.co/MzOpMx5XC7Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.X (formerly Twitter)AI ProductsUse our Benchmarks explorer to plot Pareto curves for 10 different benchmarks More coming soon！ htt…OpenRouter 基准探索器：10项帕累托曲线Use our Benchmarks explorer to plot Pareto curves for 10 different benchmarks More coming soon! https://t.co/1YFDu7bAry https://t.co/aZJPQel6TKRecommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)BuildersCodex Goal指令生成Skill发布：一句话需求转目标很多朋友问，如何给Codex写一个好的Goal指令？ 睡觉前执行，模型自动开发，第二天“收菜”。 发过4w字文档，但多数人懒的看，所以我写了个Skill。 把一句话需求变成目标，复制就能用。 安装指令： npx skills add joeseesun/qiaomu-goal-meta-skill 源码免费开源，见评论区 https://t.co/7skkQ9sK1XRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)AI Productsintroducing Generative Sliders. now you can control the intensity， complexity， and movement of any…Krea 2 推出生成式滑块控制图像属性introducing Generative Sliders. now you can control the intensity, complexity, and movement of any image you generate with Krea 2. what new controls would you like to see? 👇 https://t.co/6fhBB2WLu8Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)BuildersClaude Fable 5 一句话生成桌面台球游戏Claude Fable 5 一句话生成的桌面台球！ 念念不忘的蝗虫群梗彻底终结。 提示词：设计一个完整的能玩的3D桌球游戏，一个网页就能运行 https://t.co/uFAoX5o9URRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)IndustryRunway and Lionsgate Expand PartnershipRunway与Lionsgate扩大战略合作Companies Will Launch a Joint Development Program to Create New IP; Lionsgate Has Taken an Equity Interest in RunwayRecommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.runwayml.comBuildersBreaking： OpenAI is pondering "drastic" price cuts.OpenAI 正酝酿"大幅"降价，Gary Marcus 视其为示弱信号And that’s a sign of weaknessRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.garymarcus.substack.comIndustryIntroducing Claude CorpsAnthropic 启动 Claude Corps 全国奖学金项目We’re launching Claude Corps, a national fellowship program for people early in their careers who are passionate about extending the benefits of AI to communities across America.Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.www.anthropic.comAI ProductsGoverning agent autonomy with Auto-reviewCursor 推出 Auto-review 机制：用分类器智能体动态管控智能体自主权限Auto-review uses a classifier agent to govern local agent autonomy, allowing low-stakes actions to run freely while slowing down when an action crosses a meaningful boundary.Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.CursorBuildersMNN 适配 SME2 使 Qwen3-VL-4B 在端侧实时推理Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.Weixin Official Accounts PlatformBuilders@NousResearch has shipped Hermes Agent Desktop - and it's now even easier to use frontier open-sourc…Hermes Agent Desktop 发布，硅基流动支持一键切换@NousResearch has shipped Hermes Agent Desktop — and it's now even easier to use frontier open-source models through @SiliconFlowAI 🔥 → One click to switch models anytime — DeepSeek-V4, GLM-5.1, Kimi-K2.6, MiniMax-M3, and more, all on SiliconFlow ... ... Full guide to start https://t.co/egSpLcd0eRRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)BuildersHere's a simple loop： Tell codex to maintain your repos， wake up every 5 minutes and direct work to …Codex 维护仓库：5分钟循环并行自治Here's a simple loop: Tell codex to maintain your repos, wake up every 5 minutes and direct work to threads. That makes it easy to parallelize+steer work as needed. I use a orchestrator skill combined with my triage+autoreview+computer use skills, so some work can land https://t.co/0ASlWqkysWRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)AI Products阿里云发布 Meoo CLI：本地 AI 编程项目可一键部署上线阿里云发布 Meoo CLI 开源工具，让本地 AI 编程助手生成的项目也能快速部署上线。通过自然语言指令，即可自动完成数据库、用户登录、文件存储等繁琐配置，生成可分享的线上链接。#AI 编程##云原生#Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.www.ithome.comAI Products千问推出首个足球预测AI助手，竞猜赢奖并捐建球场Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.mp.weixin.qq.comAI Products腾讯混元 AI Infra 新开源：HPC-Ops 推理核心算子全面升级端到端QPM提升 30%Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.Weixin Official Accounts PlatformAI ProductsDeezer launches an AI music detector for other streaming servicesDeezer 推出面向其他流媒体服务的 AI 音乐检测器Feed Deezer your playlists to find the AI slop.Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.The VergeBuildersbaoyu-design skill 更新：支持导入 Figma 本地文件重建设计系统baoyu-design skill （让你本地运行 Claude Design 的 Skill）更新，现在支持导入 figma 本地文件（Figma可以保存成 xxx.fig 文件）。比如你有一个设计系统的 Figma 文件，可以根据 Figma 在本地重建一个设计系统，和 Claude Design 在线版一样的效果。 这个功能还挺复杂的，如果没有 Claude Fable 5 https://t.co/Oai23e1PQKRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)IndustryAI Wave Sparks Alarm in China With Call to Protect Worker RightsAI浪潮引发中国担忧：官媒呼吁保护劳动者权益Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.www.bloomberg.comBuildersAnthropic CEO 阿莫迪：AI 可能会造成大规模、长期性的岗位流失Anthropic CEO 阿莫迪在最新政策文章中提出，AI 造成的大规模、长期性岗位流失，可能是其技术固有属性，而非短期调整。他呼吁政府完善监测、推行促就业政策，并探讨了全民基本收入等长远保障方案。#AI 与就业# #人工智能#Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.www.ithome.comAI ModelsV8.1 is now the default model on Midjourney！Midjourney V8.1 已成为默认模型Hi everyone, After your testing and feedback, we've updated the default model from V7 to V8.1! A reminder of what's new in V8.1: * The model is smarter, more coherent, better adheres to detailed prompts, and renders text better than ever * With HD mode enabled, V8.1Recommended for tracking AI model releases: model updates often change what products can automate, how much they cost, and which stack choices stay current.MidjourneyBuilders从0到1速通WorkBuddy：国内通用Agent产品教程开箱即用Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.Weixin Official Accounts PlatformAI ProductsPrince Canuma直接把Google刚发布的DiffusionGemma和Cohere North Mini Code当天塞进Mac本地MLX，零等待直接把玩咯！ mlx-vlm v0.6….mlx-vlm v0.6.3 发布，Day-0 支持 Google DeepMind DiffusionGemma 和 Cohere North Mini Code 1.0Prince Canuma直接把Google刚发布的DiffusionGemma和Cohere North Mini Code当天塞进Mac本地MLX，零等待直接把玩咯！ mlx-vlm v0.6.3刚上线，DiffusionGemma这个新架构直接生成256 token整块、双向注意力+迭代自纠错，26B MoE只激活3.8B，量化后18GB就能跑。 North Mini Code 30B MoE也只要3BRecommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)Builders在写完这篇文章后 我把配图过程蒸馏成了一个「橙线插画」Skill 免费开源 安装地址： https：//github.com/orange2ai/orange-line-illustration在写完这篇文章后 我把配图过程蒸馏成了一个「橙线插画」Skill 免费开源 安装地址： https://t.co/dlfIKcQpUaRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)IndustrySupporting Europe's work in ensuring a trustworthy AI ecosystemOpenAI 支持欧洲构建可信 AI 生态系统Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.openai.comResearchHYDRA-X： Native Unified Multimodal Models with Holistic Visual TokenizersHYDRA-X： 原生统一多模态模型与整体视觉分词器Holistic visual tokenizers are fundamental to unified multimodal models (UMMs) as they map diverse visual inputs into a unified representation space. In this paper, we present HYDRA-X, the first UMM that unifies image and video tokenization within a single Vision Transformer (ViT). Our design is driven by two core challenges: efficiently injecting spatiotemporal reconstruction capability into a native ViT, and embedding image- and video-level semantic awareness into the latent space. To address the first, comprehensive ablations reveal two key findings: (1) frame-level causal temporal attention suffices for visual reconstruction, whereas full spatiotemporal attention degrades it; and (2) hierarchical temporal compression substantially outperforms single-step alternatives. To tackle the second, we propose a lightweight decompressor that upsamples temporally compressed features under joint image-video teacher supervision, thereby enforcing complementary semantic structures within the compact latent space. Building on this holistic tokenizer, we further propose a principled improvement of the editing pipeline: source-target interaction should occur at the latent level inside the tokenizer rather than at the semantic level inside the LLM, substantially improving editing consistency and accelerating convergence. Instantiated at the 7B dense model, HYDRA-X achieves strong performance across image and video understanding and generation tasks, paving the way for future unified-tokenizer UMMs.Recommended for tracking AI research: research signals often become tomorrow's product primitives, safety constraints, or developer techniques.arXiv.orgResearchMiniMax Sparse AttentionMiniMax Sparse Attention（MSA）块状稀疏注意力Ultra-long-context capability is becoming indispensable for frontier LLMs: agentic workflows, repository-scale code reasoning, and persistent memory all require the model to jointly attend over hundreds of thousands to millions of tokens, yet the quadratic cost of softmax attention makes this untenable at deployment scale. We introduce MiniMax Sparse Attention (MSA), a blockwise sparse attention built upon Grouped Query Attention (GQA). A lightweight Index Branch scores key-value blocks and independently selects a Top-k subset for each GQA group, enabling group-specific sparse retrieval while maintaining efficient block-level execution; the Main Branch then performs exact block-sparse attention over only the selected blocks. Designed around a principle of simplicity and scalability, MSA is deliberately streamlined, making it straightforward to deploy efficiently across a broad range of GPUs. To translate sparsity into practical speedups, we co-design MSA with a GPU execution path that uses exp-free Top-k selection and KV-outer sparse attention to improve tensor-core utilization under block-granular access. On a 109B-parameter model with native multimodal training, MSA performs on par with GQA while reducing per-token attention compute by 28.4x at 1M context. Paired with our co-designed kernel, MSA achieves 14.2x prefill and 7.6x decoding wall-clock speedups on H800. Our inference kernel is available at: https://github.com/MiniMax-AI/MSA. A production-grade natively multimodal model powered by MSA has been publicly released at: https://huggingface.co/MiniMaxAI/MiniMax-M3.Recommended for tracking AI research: research signals often become tomorrow's product primitives, safety constraints, or developer techniques.arXiv.orgResearchEurekAgent： Agent Environment Engineering is All You Need For Autonomous Scientific DiscoveryEurekAgent：环境工程化实现自主科学发现LLM-based agents have shown increasing potential in automating scientific discovery. Given an optimizable metric and an execution environment, they can propose, validate, and iterate scientific solutions, and have produced results that outperform human-designed approaches. As model capabilities continue to improve, we argue that the bottleneck for autonomous scientific discovery is shifting from prescribing agent workflows to designing agent environments: the resources, constraints, and interfaces that shape agent behavior. We frame this as environment engineering: building environments that amplify productive behaviors, such as open-ended exploration, systematic artifact management, and inter-agent collaboration, while suppressing harmful behaviors, such as reward hacking and high-friction human oversight. We present EurekAgent, an environment-engineered agent system for metric-driven autonomous scientific discovery. EurekAgent engineers the environment along four dimensions: permissions engineering for bounded agent execution and isolated evaluation; artifact engineering for filesystem and Git-based collaboration; budget engineering for budget-aware exploration; and human-in-the-loop engineering for easy human supervision and intervention. EurekAgent sets new state-of-the-art results on multiple mathematics, kernel engineering, and machine learning tasks, including new state-of-the-art 26-circle packing results discovered with less than $11 in total API cost. We open-source our code and results, and call for environment engineering as a core research direction for developing reliable autonomous research agents.Recommended for tracking AI research: research signals often become tomorrow's product primitives, safety constraints, or developer techniques.arXiv.orgResearchWEAVER， Better， Faster， Longer： An Effective World Model for Robotic ManipulationWEAVER：一种更优、更快、更长的机器人操作世界模型The potential impacts of world models (WMs, i.e., learned simulators) on robotics are far-reaching -- policy evaluation, policy improvement, and test-time planning -- all with limited real-world interaction. To unlock these downstream capabilities, a WM needs to jointly satisfy three desiderata: $\textit{(i)}$ fidelity (i.e., producing simulated trajectories that correlate with reality), $\textit{(ii)}$ consistency (i.e., producing simulated trajectories that are coherent over long horizons), and $\textit{(iii)}$ efficiency (i.e., producing simulated trajectories quickly). We propose $\texttt{WEAVER}$ (World Estimation Across Views for Embodied Reasoning): a WM architecture that simultaneously achieves all three desiderata, providing state-of-the-art results on robotic manipulation tasks. $\texttt{WEAVER}$ is a multi-view WM trained to predict future latents and reward values via a flow-matching loss. We distill the key design decisions across model architecture, memory, and prediction objectives required to unlock the kinds of long-horizon dynamic manipulation tasks that have confounded prior world modeling approaches. We apply $\texttt{WEAVER}$ in robotic hardware, demonstrating its effectiveness at policy evaluation ($ρ$=0.870 correlation with real-world success rate), policy improvement (real-world success rate improvement of $38\%$ on top of the $π_{0.5}$ robot foundation model), and test-time planning (real-world success rate improvement of $14\%$ with a $5-10\times$ speedup over prior WMs). $\texttt{WEAVER}$ also demonstrates better performance than prior WMs when evaluated on out-of-distribution scenarios. Code, models, and videos at: https://arnavkj1995.github.io/WEAVER/ .Recommended for tracking AI research: research signals often become tomorrow's product primitives, safety constraints, or developer techniques.arXiv.orgIndustryBBVA puts AI at the core of banking with OpenAIBBVA 将 AI 置于银行业务核心，与 OpenAI 合作Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.openai.comIndustryOpenAI to acquire OnaOpenAI 将收购 OnaRecommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.openai.comAI ProductsGrok Build Plugin Marketplace Jun 11， 2026 # Grok Build Plugin Marketplace Launching the built-in plugin marketplace for Grok Build. Read MorexAI 推出 Grok Build Plugin MarketplaceRecommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.x.aiIndustryAccess OpenAI models and Codex through your Oracle cloud commitment通过 Oracle 云承诺访问 OpenAI 模型和 CodexRecommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.openai.comAI ProductsM3 on-chain with @0G_labs . verifiable + private compute， and it's free to run June 15-18MiniMax M3 上链 0G，限时免费运行M3 on-chain with @0G_labs . verifiable + private compute, and it's free to run June 15–18Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)BuildersAI is advancing at a pace our policymaking institutions were never built for-and the gap between the…Anthropic CEO Dario Amodei 发文呼吁缩小AI政策差距AI is advancing at a pace our policymaking institutions were never built for—and the gap between the two is becoming the central challenge of the technology. In his latest essay, our CEO Dario Amodei lays out how to close it. We're launching three new initiatives to support theRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)AI ProductsApache Burr：构建可靠的人工智能代理和应用程序Apache Burr (Incubating) - develop AI applications that make decisions. Pure Python, no magic.Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.burr.apache.orgAI ModelsGrok Voice offers state-of-the-art performance with human-like timing， tone， and warmth. And it's a …Grok Voice性能出色价格低廉Grok Voice offers state-of-the-art performance with human-like timing, tone, and warmth. And it's a fraction the price of competitors. Check it out: https://t.co/R2Wpc3Ig0ZRecommended for tracking AI model releases: model updates often change what products can automate, how much they cost, and which stack choices stay current.X (formerly Twitter)Buildershttp：//x.com/i/article/2064640619532967937豆包AI误导用户损失600元，还帮用户起诉自己https://t.co/JXHcmKkychRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)AI Products小米发布并开源终端AI编程助手MiMo Code V0.1.0，采用MIT协议始于编程，远不止于编程Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.Weixin Official Accounts PlatformResearchAnthropic study shows AI needs hours， not weeks， to build exploits from security patchesAnthropic 研究：AI 数小时内即可从安全补丁构建漏洞利用Anthropic's security team found that its Mythos Preview AI model can turn security patches for Firefox and the Windows kernel into working exploits within hours, for a few thousand dollars and no specialized knowledge. Eight complete attack chains were finished before Microsoft's auto-updates had reached a single device. The old patch rhythm is obsolete, Anthropic argues.Recommended for tracking AI research: research signals often become tomorrow's product primitives, safety constraints, or developer techniques.The DecoderIndustryBreaking： Google liable for hallucinations突发：Google 因模型幻觉被判负有法律责任Sorry to bother your mailbox again but this legal decision is potentially huge, especially if it spreads and other countries make similar decisions.Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.garymarcus.substack.comAI ProductsMost people run a security scan for malicious packages before publishing a project But the risk sta…Replit 联合 Socket 推出 Package FirewallMost people run a security scan for malicious packages before publishing a project But the risk starts the moment they're installed Today we're launching Package Firewall, built in partnership with Socket It blocks malware before it ever reaches your app https://t.co/g50di0ZvS0Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)AI ModelsDiffusionGemma： 4x faster text generationDiffusionGemma：文本生成速度提升4倍的开源扩散模型An overview of DiffusionGemma, an exceptionally fast text generation model with up to 4x faster speeds.Recommended for tracking AI model releases: model updates often change what products can automate, how much they cost, and which stack choices stay current.GoogleAI ProductsGoogle will save your Lens photos， Search Live recordings， and Translate audio for AI trainingGoogle将保存用户的Lens图片、Search Live录音和Translate音频用于AI训练Double-check your privacy settings.Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.The VergeBuildersBreaking news， and how the end might begin回顾与 Steve Eisman 的访谈，以及可能的关键新闻A flashback to my most recent interview with Steve Eisman, and some potentially critical newsRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.garymarcus.substack.comBuildersGive GitHub Copilot CLI real code intelligence with language servers通过语言服务器为 GitHub Copilot CLI 提供真正的代码智能Install and configure LSP servers for GitHub Copilot CLI, replacing brute-force grep/decompile with real code intelligence.Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.The GitHub BlogIndustryDXC will integrate Claude into the systems banks， airlines， and other regulated industries rely onAnthropic与DXC达成全球联盟，将Claude引入关键行业系统We’re announcing a multi-year global alliance with DXC Technology, one of the world’s largest IT services companies.Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.www.anthropic.comAI ProductsToday we're launching the new Activity explorer on OpenRouter. It's the best way to see how much an…OpenRouter 推出 Activity explorer 活动探索器Today we're launching the new Activity explorer on OpenRouter. It's the best way to see how much and your team are spending on every model, along with tokens, cache hit rate, agents, &amp; trends. All updated in real time. See how our team is using Fable and other models 👇 https://t.co/IVleK8KwjaRecommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)Builders毕业典礼频现"谈 AI 色变"，微软总裁史密斯呼吁行业必须回应公众担忧史密斯在接受采访时表示：“我认为，行业现在必须拿出应有的回应，证明自己能够以严肃、可信的方式回答人们关心的问题。”Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.www.ithome.comBuildersGo #MessiMode Upload a photo of yourself and try this prompt： "Make my hair the colors of my countr…ChatGPT 推头发变国旗颜色功能Go #MessiMode Upload a photo of yourself and try this prompt: “Make my hair the colors of my country flag but keep it natural-looking. If no country or image is provided, ask." https://t.co/T1DUgFdPC7Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)BuildersInside Anthropic， the $965 Billion AI Titan走进 Anthropic：这家估值 9650 亿美元的 AI 巨头Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.www.bloomberg.comAI ProductsBugbot is now over 3x faster， 22% cheaper， and finds 10% more bugsCursor Bugbot 更新：速度提升超 3 倍、成本降低 22%、发现更多 BugToday we're shipping our biggest set of improvements yet to Bugbot, including a faster, cheaper, more thorough review and a new /review command.Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.CursorIndustryInvesting in multi-agent AI safety researchGoogle DeepMind 宣布投入 1000 万美元资助多智能体AI安全研究Google DeepMind and partners are announcing a new technical research funding call of up to $10M for researchers worldwide to strengthen multi-agent safety.Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.Google DeepMindResearch百度百舸联合复旦提出LU-KV框架，被ICML 2026录用Recommended for tracking AI research: research signals often become tomorrow's product primitives, safety constraints, or developer techniques.Weixin Official Accounts PlatformAI ProductsUnveiling the world's first end-to-end embodied AI development platform！ Huawei Cloud CloudRobo str…华为云发布全球首个端到端具身AI平台CloudRoboUnveiling the world’s first end-to-end embodied AI development platform! Huawei Cloud CloudRobo streamlines the entire embodied AI development lifecycle—from data and models to deployment and integration—backed by a secure, trusted PB-scale data foundation. At #INSPIRE2026, https://t.co/8ELiyBUNV4Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)Builders谷歌 DeepMind 经济学家伊马斯：尚未发现 AI 造成岗位流失的证据，跟风裁员恐适得其反伊马斯表示，他还没有看到 AI 导致大范围岗位流失的证据。“很多人都在研究这个问题。即便看软件工程这种受影响最明显的行业，也确实没有什么事情正在发生。”Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.www.ithome.comAI Models摩尔线程开源 MusaCoder 代码大模型，9B/27B 参数基于国产 GPU 全链路训练这是业内首个基于国产 GPU 算力底座完成全链路训练与验证的开源代码大模型，其完整后训练流程均在基于 MTT S5000 构建的夸娥智算集群上完成。Recommended for tracking AI model releases: model updates often change what products can automate, how much they cost, and which stack choices stay current.www.ithome.comIndustry工信部印发《"人工智能+信息通信"创新发展实施意见》工信部指出，夯实网络支撑底座。加快建设 400Gbps/800Gbps 等骨干传输网络，优化东中西部国家枢纽节点之间网络传输通道。Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.www.ithome.comBuilders用好 Claude Design 的一些经验： 1. 加上 Design System 可以有效避免设计 AI 味 比如我偏好用 Adobe Spectrum 2 Design System ht…用好 Claude Design 的一些经验用好 Claude Design 的一些经验： 1. 加上 Design System 可以有效避免设计 AI 味 比如我偏好用 Adobe Spectrum 2 Design System https://t.co/R0jz2bJVgh 设置为默认设计系统，后续就会默认使用这个设计系统，你就可以把重点放在界面布局和交互上。 2. 不要指望一次性做个完美的版本 https://t.co/dijaCdA3ztRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)Builders亚马逊的大规模扁平化数据中心网络Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.perspectives.mvdirona.comAI Products2026年高考，跟着千问，选好志愿！\x26lt;a class=\x26quot;wx_topic_link\x26quot; topic-id=\x26quot;mq7ky26j-025v9u\x26quot; style=\x26quot;color: #576B95 !important;\x26quot; data-topic=\x26quot;1\x26quot; data-recommend=\x26quot;\x26quot;\x26gt;#千问高考志愿大模型权威发布\x26lt;/a\x26gt;\x26amp;nbsp;国内首个全周期高考志愿填报Agent上线！千问提供全程陪伴的志愿填报服务，跟着千问，就能选好志愿。\x0a\x0a🤖 千问高考志愿大模型，由数百位资深高报师参与训练，专业、可信、更懂你；\x0a📄 AI志愿报告，为每个考生量身定制，内容深度全面，阅读清晰直观；\x0a🗓️ AI志愿日历，为你制定专属的填报计划，让填报的每一步更清晰；\x0a📊 高考专业知识库，数据权威可信赖，整合夸克高考8年积累，引入志愿专家顾问。\x0a\x26lt;a class=\x26quot;wx_topic_link\x26quot; topic-id=\x26quot;mq7ky26j-od80q9\x26quot; style=\x26quot;color: #576B95 !important;\x26quot; data-topic=\x26quot;1\x26quot; data-recommend=\x26quot;\x26quot;\x26gt;#跟着千问高考志愿Agent选志愿\x26lt;/a\x26gt;\x26amp;nbsp;\x0a\x26lt;a class=\x26quot;wx_topic_link\x26quot; topic-id=\x26quot;mq7ky26j-z5l7es\x26quot; style=\x26quot;color: #576B95 !important;\x26quot; data-topic=\x26quot;1\x26quot; data-recommend=\x26quot;\x26quot;\x26gt;#千问高考选志愿\x26lt;/a\x26gt;Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.Weixin Official Accounts PlatformIndustryGoogle's Backstops Underpin $35 Billion Anthropic Chip Deal谷歌财务担保支撑 Anthropic 350 亿美元芯片租赁交易Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.www.bloomberg.comAI Products火山方舟版权商业化平台上线，周星驰比高集团三大电影IP首批入驻开启经典IP的AI创作时代Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.Weixin Official Accounts PlatformIndustryBloomberg： Magnetar Capital， the $18B hedge fund company， will avoid human analysts in its newest of…Magnetar用数百AI智能体替代分析师Bloomberg: Magnetar Capital, the $18B hedge fund company, will avoid human analysts in its newest offering and rely on hundreds of AI agents for stock research. The $18B hedge fund firm wants AI to search for ideas, study companies, recommend positions, and forecast trends, https://t.co/OQiPmYr6BKRecommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.X (formerly Twitter)Industry欧盟发布临时措施，要求 Meta 向第三方 AI 助手免费开放 WhatsAppMeta 此前一度禁止第三方通用人工智能助手使用 WhatsApp for Business API，此后以付费形式成功开放。欧盟委员会认为 Meta 的新政策实质上延续了此前的禁令。Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.www.ithome.comBuildersText-To-Lottie： 一套 「Agent Skill + 本地预览 Harness」 的组合，让 Agent 生成 Lottie，在浏览器里实时验收 开源作者 @konstipaulus …Text-To-Lottie：Agent Skill + 本地预览 Harness，让 Agent 生成 Lottie 动画并实时验收Text-To-Lottie: 一套 「Agent Skill + 本地预览 Harness」 的组合，让 Agent 生成 Lottie，在浏览器里实时验收 开源作者 @konstipaulus ，开源地址： https://t.co/GGTai0ZO6t 安装方式：npx skills add diffusionstudio/lottie Skill：教 Codex / Claude Code / Cursor 等 Agent 如何写出 Skottie https://t.co/F0hZ34QkJkRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)ResearchBreaking Entropy Bounds： Accelerating RL Training via MTP with Rejection SamplingBebop：通过带拒绝采样的多token预测加速RL训练Reinforcement learning (RL) has become a key component in modern large language models, yet the rollout stage remains the key bottleneck in RL training pipelines. Although Multi-Token Prediction (MTP) offers a natural solution to accelerate rollouts through speculative decoding, many studies have observed that MTP acceptance rates degrade significantly during RL training, leading to limited speedup performance. To address this bottleneck, we present Bebop, a systematic study of MTP in LLM post-training, and offer practical recipes to integrate MTP into large-scale RL pipelines. First, we reveal that the MTP acceptance rate is fundamentally bounded by the fluctuation of model entropy, which demonstrates a clear negative linear relationship with the rise of entropy in the RL stage. Second, we show that probabilistic rejection sampling largely alleviates the disturbance introduced by entropy in RL compared to greedy draft sampling. We further identify that the conventional MTP training objectives (cross-entropy or KL) are suboptimal in such settings, and therefore we propose a novel end-to-end TV loss that directly optimizes multi-step rejection sampling acceptance rate, yielding ~10% acceptance rate improvements, achieving up to 95% acceptance rates and up to 25% extra inference throughput gains across mathematical reasoning, code generation, and agentic tasks. Third, we test various online MTP training strategies during RL and show that pre-RL MTP training with e2e TV loss and rejection sampling achieves a consistent acceptance rate and speedup throughout the entire RL, eliminating the need for costly online MTP updating. We provide extensive experiments and analysis that validate our findings. Experimental results show our method achieves up to 1.8x end-to-end acceleration in async RL training of Qwen3.5, Qwen3.6, and Qwen3.7 models.Recommended for tracking AI research: research signals often become tomorrow's product primitives, safety constraints, or developer techniques.arXiv.orgIndustryBringing real-time market sentiment to Tori， from eToro Jun 10， 2026 # Bringing real-time market sentiment to Tori， from eToro Tori， eToro's AI agent， uses models from SpaceXAI to embed real-time market sentiment directly into Tori's investing workflow. Read MoreeToro AI 智能体 Tori 集成 SpaceXAI 文本模型实现实时市场情绪分析Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.x.aiIndustryIBM CEO： AI Won't Necessarily Lead To Smaller HeadcountIBM CEO：AI不一定导致员工减少Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.www.bloomberg.comBuildersSetting a custom price for a model in AgentsView在 AgentsView 中为 Claude Fable 5 设置自定义价格I'm a recent convent to AgentsView, Wes McKinney's (previously of Pandas fame) Python toolkit for analyzing transcripts of coding agents from your own computer.Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.Simon Willison’s WeblogIndustrySuper Micro Plans to Raise $7 Billion in Equity for AI EquipmentSuper Micro 计划通过股权融资 70 亿美元用于 AI 服务器组件采购Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.www.bloomberg.comIndustryMythos 5 agents started killing other agents over resources - and "to avoid being killed themselves"Mythos 5 智能体因资源互相杀戮Mythos 5 agents started killing other agents over resources - and "to avoid being killed themselves" https://t.co/e05e9T9GXzRecommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.X (formerly Twitter)ResearchCan Voice Agents Handle Bilingual Customers？ Benchmarking Frontier ASR on Code-Switched SpeechHugging Face 博客发布语音智能体代码切换基准测试A Blog post by ServiceNow-AI on Hugging FaceRecommended for tracking AI research: research signals often become tomorrow's product primitives, safety constraints, or developer techniques.huggingface.coBuildersSome really cool recommendation for pushing Claude Code to its full potential. By Thariq （@trq212） f…Claude Code 团队 Thariq 分享提升 Claude Code 效率的十条建议Some really cool recommendation for pushing Claude Code to its full potential. By Thariq (@trq212) from Claude Code team. (Noted from his video by Grok) - Shift from verifying whether Claude did the work right to verifying whether Claude is doing the right work. - Treat Claude https://t.co/Fv575DmbyARecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)AI ProductsNotebooks in @GeminiApp are now 100% rolled out in Europe！ We're so excited to hear what you think！…NotebookLM 笔记本功能在 Gemini App 欧洲全面上线Notebooks in @GeminiApp are now 100% rolled out in Europe! We're so excited to hear what you think! Thank you for your patience 🙏Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)AI ProductsAdvisor： Give Any Model a Lifeline to a Smarter OneOpenRouter 推出 Advisor 工具：让低成本模型可随时调用强模型增强生成The openrouter:advisor server tool lets a fast, cheap model consult a stronger one mid-generation. Run GPT-4o Mini for the routine work. Call Claude Fable whenRecommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.openrouter.aiAI Productswe just shipped some improvements to http：//cursor.com/evals！ you can now see cost， output tokens a…Cursor Evals 新增成本与输出 Token 图表we just shipped some improvements to https://t.co/Mmm7vHWudD! you can now see cost, output tokens and steps plotted in the graph for each model https://t.co/DOvgz8Lzz5Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)AI ProductsYour app can now search the web for images. Web search in the Responses API now supports image resu…Responses API 网页搜索新增图片结果Your app can now search the web for images. Web search in the Responses API now supports image results in addition to text results, so you can build apps that surface products, places, visual references, and source links for inspiration. https://t.co/Oyl4cS4JduRecommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)BuildersWhat it feels like to work with MythosClaude Fable 发布：Anthropic 带来的另一种推理体验Claude Fable represents another big jump in AIRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.www.oneusefulthing.orgIndustryApollo， Blackstone Fund AI BoomApollo 与 Blackstone 联手 350 亿美元 AI 融资交易Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.www.bloomberg.comAI ProductsThe Ray3.2 API runs cinematic-grade at scale and integrates into the products you already build. Mad…Luma AI Ray3.2 API：电影级渲染可集成The Ray3.2 API runs cinematic-grade at scale and integrates into the products you already build. Made for developers, agencies, and enterprises building cinema inside the products they ship. Start building → https://t.co/lLdBQHKYzO https://t.co/UVF23wLmJoRecommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)AI ProductsThe creativity and imagination is out of the world！ So grateful that @theworldlabs got to partner wi…World Labs与Lore合作打造互动体验The creativity and imagination is out of the world! So grateful that @theworldlabs got to partner with the amazing talents @withloreco to translate their incredible ideas into an interactive experiences for users to enjoy!🤩Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)BuildersWant to use OpenRouter with Cursor？ Here's an integration guide： https：//openrouter.ai/docs/cookboo…OpenRouter与Cursor集成指南Want to use OpenRouter with Cursor? Here's an integration guide: https://t.co/4zSxoUPeJV https://t.co/cdXPjQopkfRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)ResearchNew framework for auditing machine unlearningGoogle Research提出审计机器遗忘新框架Recommended for tracking AI research: research signals often become tomorrow's product primitives, safety constraints, or developer techniques.research.googleBuildersGemini 2.5 Flash API - Pricing， Quickstart & Provider ComparisonGemini 2.5 Flash API - 定价、快速入门与提供商比较Overpaying for reasoning you don't need? Learn how to configure Gemini 2.5 Flash API thinking budgets, compare providers, and make your first call in 5 minutes.Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.openrouter.aiBuildersFrom one-off prompts to workflows： How to use custom agents in GitHub Copilot CLIGitHub Copilot CLI 推出自定义 AI 智能体，将一次性终端提示转化为可重复工作流Custom agents let GitHub Copilot CLI understand your stack and team workflows, turning one-off terminal prompts into repeatable, reviewable processes.Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.The GitHub BlogAI ModelsIntroducing North Mini Code： Cohere's First Model For DevelopersCohere发布North Mini Code：面向开发者的开源编码模型A Blog post by Cohere Labs on Hugging FaceRecommended for tracking AI model releases: model updates often change what products can automate, how much they cost, and which stack choices stay current.huggingface.coIndustryAsia's Largest Outsourcer to Slow Hiring as AI Reshapes Industry塔塔咨询服务将因AI智能体应用放缓招聘，亚洲外包业迎来转折Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.www.bloomberg.comAI ModelsSay hello， hola， 你好 to Gemini 3.5 Live Translate： our latest audio model built for fast， cross-langu…Gemini 3.5 Live Translate 发布Say hello, hola, 你好 to Gemini 3.5 Live Translate: our latest audio model built for fast, cross-language communication. 🌐 https://t.co/SEfHOSk59kRecommended for tracking AI model releases: model updates often change what products can automate, how much they cost, and which stack choices stay current.X (formerly Twitter)AI ModelsConfirmed， Claude Mythos will be unveiled in the next few hoursClaude Mythos 即将发布，Fable 精简版同日登场Confirmed, Claude Mythos will be unveiled in the next few hours https://t.co/kknquwshUNRecommended for tracking AI model releases: model updates often change what products can automate, how much they cost, and which stack choices stay current.X (formerly Twitter)AI ModelsIntroducing Gemma 4 12B： a unified， encoder-free multimodal modelGoogle DeepMind 发布 Gemma 4 12B：统一的无编码器多模态模型An overview of Gemma 4 12B, a model designed to bring high-performance multimodal intelligence directly to your laptop.Recommended for tracking AI model releases: model updates often change what products can automate, how much they cost, and which stack choices stay current.GoogleIndustryPowering the future of robotics in EuropeGoogle DeepMind 欧洲机器人加速器启动，15家初创公司入选Google DeepMind Accelerator selects 15 robotics companies from across Europe to join the program. Providing 3 months of intensive mentorship and technical support, enabl…Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.GoogleIndustry全新汽车品牌AIVA发布，火山引擎助力打造AI汽车新体验AI定义汽车，先有AI，再有车Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.Weixin Official Accounts PlatformIndustry百度搭子DuMate获中国信通院企业级Claw能力评估最高4+级Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.Weixin Official Accounts PlatformBuildersHow engineers at Nextdoor use Codex to build without limitsNextdoor 工程师借助 Codex 与 GPT-5.5 无限制构建Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.openai.comBuilders🚀Introducing UniRL， an RL infra for unified multimodal models. Together with two new RL algorithms：…腾讯混元发布UniRL：统一多模态强化学习基础设施🚀Introducing UniRL, an RL infra for unified multimodal models. Together with two new RL algorithms: DRPO and Flow-DPPO. One RL loop across diffusion/flow matching models, LLMs/VLMs, and unified multimodal models👇 Code: https://t.co/fhKEqqFpc8 (yes — U(you)-ni-(need) RL 😉) https://t.co/IUaQxXqCv9Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)AI Products火山引擎TRAE Work企业版正式上线，面向全员提供AI办公平台Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.Weixin Official Accounts PlatformBuildersHow an Agent Built a 3D Paris Gallery by Chaining Two Hugging Face Spaces一个Agent如何通过链式调用两个HuggingFace Space构建3D巴黎画廊A Blog post by Mishig Davaadorj on Hugging FaceRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.huggingface.coIndustryTaiwan Mulls Curbs on AI Chip Exports to China to Align With US台湾考虑限制AI芯片对华出口以配合美国Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.www.bloomberg.comBuilders仅凭一份文档，Qwen3.7-Max 从 0 交付双端应用实践经验详解Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.Weixin Official Accounts PlatformBuildersNeuroBait： I fine-tuned a model to spark dopamine for ADHD brainNeuroBait：微调AI助手，为ADHD大脑点燃多巴胺火花A Blog post by Build Small Hackathon on Hugging FaceRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.huggingface.coBuildersNVIDIA cuTile Python Tutorial： Building Tiled GPU Kernels for Vector Addition， Matrix Addition， and Matrix Multiplication in ColabNVIDIA cuTile Python 教程：在 Colab 中构建用于向量加法、矩阵加法和矩阵乘法的 Tiled GPU 内核Build tile-based GPU kernels in NVIDIA cuTile Python for vector addition, matrix addition, and matrix multiplication, with a PyTorch fallbackRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.MarkTechPostIndustryChina Prepares $295 Billion Plan to Fund Nationwide AI Buildout中国准备2950亿美元计划资助全国AI基础设施建设Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.www.bloomberg.comIndustryAI 编程独角兽 Cursor 欧洲总部落子伦敦，SpaceX 手握 600 亿美元收购选择权AI 编程工具 Cursor 将欧洲总部设在伦敦，计划招聘约 200 人。公司 B2B 年化营收约 26 亿美元，服务英国航空、诺基亚等客户。同时，SpaceX 握有价值 600 亿美元的收购选择权。Cursor 主打模型中立，可自由选用不同 AI 系统。#AI 编程##科技公司动态##SpaceX#Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.www.ithome.comAI Models小米 MiMo 与 TileRT 联合发布 UltraSpeed 模式，1T 模型输出突破 1000 tokens/s天下武功，唯快不破Recommended for tracking AI model releases: model updates often change what products can automate, how much they cost, and which stack choices stay current.Weixin Official Accounts PlatformIndustryOpenAI 秘密提交 IPO 申请，奥特曼旗下 Tools for Humanity 裁员OpenAI 已秘密提交 IPO 申请，可能成为近十年标志性上市事件。与此同时，其 CEO 山姆 · 奥尔特曼的另一家公司 Tools for Humanity 正在进行裁员，该公司旗下 Worldcoin 项目因监管与隐私问题陷入困境。#OpenAI# #Worldcoin#Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.www.ithome.comIndustryFor the very first time Elon Musk explains the "space data center plan" of @SpaceX in detail and its…Elon Musk 详解 SpaceX AI1 轨道 AI 数据中心卫星方案For the very first time Elon Musk explains the "space data center plan" of @SpaceX in detail and its AI1 orbital AI data center satellite - and suddenly it looks so much closer than I thought. He says "There’s not some magic necessary that doesn’t exist for AI satellites. As https://t.co/PXWs5TheZoRecommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.X (formerly Twitter)Builders开源工具 Tokei：在菜单栏实时监控 AI coding agent 的 token 用量与成本兄弟们！地主家家没有余粮了都！ 天天烧Token 心里没有点b数啊？ AI coding工具天天帮你狂飙代码，结果你连自己到底烧了多少钱都蒙在鼓里？ 今天给大家推荐Lank 的Tokei这个macOS菜单栏小工具给你直接轻松拿捏它！ 对了！开源免费啊！记得给Star啊！ https://t.co/efAGy68v7JRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)Industry两部门：到2026年底人形机器人等重点产品完成应用验证并常态部署工业和信息化部办公厅、国务院国资委办公厅 6 月 8 日发布关于联合开展 2026 年度人形机器人与具身智能实景实训专项行动的通知。Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.www.ithome.comBuildersFrontierCode 基准测试：AI 编程评估新标准--维护者审核通过率最高仅 13.4%Claude Opus 4.8 是目前最好的编码模型，这件事应该没啥太大争议了，我自己跑了这么久体感也是这样。 Cognition（Devin 的公司）刚发布的 FrontierCode 基准测试，彻底改变了 AI 编程能力的评判标准： 不再只看“代码能不能跑过测试”，核心看看“维护者会不会愿意把这段代码合并进真实项目”。 https://t.co/aqTv5aIe4ERecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)BuildersGitHub 122K⭐的Skills推出新技能「Teach」：把工作目录变有状态学习空间Github 122K ⭐️ 的 Skills 仓库「Skills For Real Engineers」推出新 Skill「Teach」：把当前工作目录变成有状态的学习空间！！怒赞作者 @mattpocockuk 👍🏻 开源地址： https://t.co/RCqjtEfwQ9 Teach Skill 设计理念：Knowledge → Skills → Wisdom · https://t.co/Zadl5xrIbQRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)Researchi1： A Simple and Fully Open Recipe for Strong Text-to-Image Modelsi1：面向强文生图模型的简单且完全开源配方Diffusion models have consistently driven progress in text-to-image generation. However, it is challenging to attribute recent progress to specific modeling and data choices: state-of-the-art open-weight models provide limited ablations, and do not disclose their training data and full training details. The research community needs fully open (weights, data, and code) models as a foundation for further research; yet existing fully open models still fall significantly short of leading models in performance. In this project, we conduct a systematic investigation of the modeling and data design choices in text-to-image diffusion training and inference with 300+ controlled experiments totaling 700K+ TPU v6e hours. Our experiments highlight several empirical findings (e.g., equal weighting is a strong default for mixing curated datasets) and simple design decisions (e.g., larger text encoder adapters improve performance with minimal added parameters) for training strong models. Guided by these insights, we train i1, a 3B-parameter text-to-image diffusion model using only publicly available datasets. i1 is competitive with leading models on five representative benchmarks (GenEval, DPG, PRISM, CVTG-2K, and LongText), and outperforms the best existing fully open model by 29.5 absolute percentage points on average. We provide the i1 checkpoints, training and inference code, and the data processing pipeline. Together, our findings and the i1 recipe establish a practical foundation for future open research in text-to-image diffusion models. Our code is available at https://github.com/zlab-princeton/i1.Recommended for tracking AI research: research signals often become tomorrow's product primitives, safety constraints, or developer techniques.arXiv.orgResearchEmbodied-R1.5： Evolving Physical Intelligence via Embodied Foundation ModelsEmbodied-R1.5：通过具身基础模型演化物理智能We introduce Embodied-R1.5, a unified Embodied Foundation Model (EFM) that integrates comprehensive embodied reasoning capabilities, spanning embodied cognition, task planning, correction, and pointing, within a single architecture toward general physical intelligence. Leveraging three automated data construction pipelines to significantly expand the data coverage of critical capabilities, we build a large-scale data system of over 15B tokens, and design a multi-task balanced RL recipe to alleviate heterogeneous task conflicts. We further introduce a Planner-Grounder-Corrector (PGC) closed-loop framework that enables a single model to autonomously execute and self-correct over long-horizon tasks. With only 8B parameters, Embodied-R1.5 achieves SOTA on 16 out of 24 embodied VLM benchmarks, surpassing leading models like Gemini-Robotics-ER-1.5 and GPT-5.4. Benefiting from the internalized embodied capabilities, Embodied-R1.5 can be fine-tuned into a VLA with only a small amount of data, outperforming leading VLA models like $π_{0.5}$ across 4 popular manipulation benchmark suites. We further conduct extensive zero-shot real-robot experiments, validating performance in instruction following, affordance grounding, articulated object manipulation, and long-horizon complex tasks, demonstrating strong generalization to the physical world. We open-source model weights, datasets, training code, and EmbodiedEvalKit, an evaluation framework tailored for embodied tasks, to facilitate future research in EFMs.Recommended for tracking AI research: research signals often become tomorrow's product primitives, safety constraints, or developer techniques.arXiv.orgResearchDecentralized Multi-Agent Systems with Shared ContextDeLM：去中心化多智能体系统框架Multi-agent systems (MAS) can scale large language model reasoning at test time by decomposing complex problems into parallel subtasks. However, most existing MAS rely on centralized orchestration, where a main agent assigns work, collects outputs, and merges results. As the number of subtasks grows, this controller becomes a communication and integration bottleneck. We propose Decentralized Language Models (DeLM), a MAS framework that decentralizes coordination through parallel agents, a shared verified context, and a task queue. Agents asynchronously claim subtasks, read accumulated progress, perform local reasoning, and write back compact verified updates. The shared context acts as a common communication substrate, enabling agents to build on one another's verified progress without routing every update through a central controller. Empirically, DeLM improves both software-engineering test-time scaling and long-context reasoning. On SWE-bench Verified, DeLM achieves the best performance across Avg.@1, Pass@2, and Pass@4, with gains of up to 10.5 percentage points over the strongest baseline, while reducing cost per task by roughly 50%. On LongBench-v2 Multi-Doc QA, DeLM achieves the highest average accuracy across four frontier model families, improving over the strongest baseline by up to 5.7 percentage points. The code is available on our project website at https://yuzhenmao.github.io/DeLM/.Recommended for tracking AI research: research signals often become tomorrow's product primitives, safety constraints, or developer techniques.arXiv.orgResearchKwai Keye-VL-2.0 Technical Report快手开源 Kwai Keye-VL-2.0-30B-A3B：面向长视频理解与智能体智能的 MoE 多模态模型We introduce Kwai Keye-VL-2.0-30B-A3B, an open-source Mixture-of-Experts (MoE) multimodal foundation model designed to advance long-video understanding and agentic intelligence. To address the challenges of ultra-long contexts, information redundancy, and prohibitive computational costs inherent in hour-level videos, Keye-VL-2.0 is the first to adapt DeepSeek Sparse Attention (DSA) to GQA-based multimodal architectures, enabling lossless 256K context processing while capturing critical frames and long-range temporal dependencies. This architecture is underpinned by a highly optimized training and inference infrastructure, including scalable video I/O, heterogeneous ViT-LM parallelism, and custom DSA kernels that significantly maximize throughput and minimize computational overhead. Furthermore, to overcome the algorithmic dilemma of catastrophic forgetting during multi-task alignment, we introduce Cross-Modal Multi-Teacher On-Policy Distillation (MOPD) paired with Context-RL and Video-RL. By distilling dense token-level teacher feedback from on-policy rollouts back into the MoE backbone, which activates only 3B parameters, Keye-VL-2.0 natively empowers advanced agent collaboration across Code, Tool, and Search scenarios with multimodal self-correction. Extensive evaluations across video understanding, temporal grounding, reasoning, STEM, and agent benchmarks demonstrate that Keye-VL-2.0-30B-A3B achieves state-of-the-art performance among models of similar scale, particularly excelling in fine-grained temporal localization on TimeLens and long-video comprehension on Video-MME-v2 and LongVideoBench. We release our model checkpoints to accelerate community progress toward scalable and robust multimodal agentic applications.Recommended for tracking AI research: research signals often become tomorrow's product primitives, safety constraints, or developer techniques.arXiv.orgResearchAttention Amnesia in Hybrid LLMs： When CoT Fine-Tuning Breaks Long-Range Recall， and How to Fix It混合LLM中的注意力失忆：CoT微调破坏长距离召回及修复方法Chain-of-thought (CoT) supervised fine-tuning (SFT) is widely adopted to improve reasoning ability, yet we find that it systematically degrades long-context recall in hybrid linear-attention models. Across architectures including HypeNet and Jet-Nemotron, retrieval performance on Needle-In-A-Haystack (NIAH) deteriorates substantially after CoT-SFT, and the degradation becomes more severe under harder retrieval settings and longer context windows. For example, HypeNet-9B on NIAH-S2@256K decreases from $67.2\%$ to $9.4\%$. We attribute this to CoT-SFT biasing attention gradients toward short-range patterns, disrupting query-key projections ($W_Q, W_K$) that are responsible for long-range routing. Motivated by this observation, we propose QK-Restore, a training-free method that restores only $W_Q$ and $W_K$ from the pre-SFT checkpoint while preserving all other post-SFT parameters. We further introduce a Procrustes variant to balance routing preservation and reasoning adaptation. Across architectures, QK-Restore consistently restores long-context capability at zero training cost while preserving reasoning performance; for instance, on HypeNet-5B it improves S3@256K from $65.4\%$ to $76.4\%$ while maintaining strong reasoning performance.Recommended for tracking AI research: research signals often become tomorrow's product primitives, safety constraints, or developer techniques.arXiv.orgResearchFlow-DPPO： Divergence Proximal Policy Optimization for Flow Matching ModelsFlow-DPPO： 面向流匹配模型的散度近端策略优化Recent work has demonstrated that online reinforcement learning (RL) can substantially improve the quality and alignment of flow matching models for image and video generation. Methods such as Flow-GRPO and CPS cast the denoising process as a Markov Decision Process and apply PPO-style ratio clipping to enforce a trust region. However, we argue that ratio clipping is structurally ill-suited for flow models: the probability ratio between new and old policies is a noisy, single-sample estimate of the true policy divergence, leading to over-constraining in some regions of the trajectory and under-constraining in others. We propose Flow-DPPO (Flow Divergence Proximal Policy Optimization), which replaces ratio clipping with a divergence proximal constraint. A key observation is that the per-step policy in flow models is Gaussian, enabling exact and cheap computation of the KL divergence between old and new policies. Flow-DPPO employs an asymmetric divergence mask that blocks gradient updates only when they simultaneously move away from the trusted region and violate the divergence threshold. Experiments show that Flow-DPPO achieves higher rewards with better KL-proximal efficiency, alleviates catastrophic forgetting, promotes balanced multi-objective optimization, and enables stable multi-epoch training where ratio clipping degrades. Code and models are available at https://github.com/Tencent-Hunyuan/UniRL/tree/main/FlowDPPO.Recommended for tracking AI research: research signals often become tomorrow's product primitives, safety constraints, or developer techniques.arXiv.orgBuildersMigrating Your GitHub CI to Hugging Face Jobs将 GitHub CI 迁移到 Hugging Face JobsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.huggingface.coAI ProductsPowering Gopuff's Go agent Jun 9， 2026 # Powering Gopuff's Go agent Gopuff and SpaceXAI launched Go， an AI-powered shopping assistant built into the Gopuff app and powered by Grok text， audio， and image models. Read MoreGopuff与SpaceXAI推出Go AI购物助手Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.x.aiAI ProductsApple Core AI 框架Run AI models in your app on Apple silicon.Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.Apple Developer DocumentationIndustry奥尔特曼宣布 OpenAI 进入第三发展阶段：让 AI 普及、易用且安全OpenAI 宣布公司发展进入第三阶段，核心是让先进 AI 技术变得普及、易用且安全。同时，公司已秘密提交 IPO 申请，但上市仍需等待。文中还呼吁成立国际机构应对 AI 风险。#OpenAI# #人工智能#Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.www.ithome.comBuildersSam Altman's new blog about OpenAI's future path says by March-2028 a significant fraction of its ow…OpenAI计划到2028年由AI主导研究Sam Altman's new blog about OpenAI's future path says by March-2028 a significant fraction of its own research will be done by AI. The path has 3 goals mainly: build an automated AI researcher, use that to speed up science and productivity, then give every person a personal AGI https://t.co/oF1mMAWsuwRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)AI ProductsIntroducing the Viggle API. Give any character any motion， one API call - alive in seconds. Wire …Viggle API 上线：任意角色任意动作秒级生成Introducing the Viggle API. Give any character any motion, one API call - alive in seconds. Wire it into Claude, Codex, or any agent you're building. Starting from $0.01/sec. Get 100 free credits on signup. RT + follow + comment, 10 winners get 100 more! Learn more below👇 https://t.co/P9PARmzQ40Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)AI ProductsApple unveils next generation of Apple Intelligence， Siri AI， and moreApple发布新一代Apple Intelligence和Siri AIToday, Apple previewed its upcoming software releases that will deliver the next generation of Apple Intelligence and introduce Siri AI.Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.Apple NewsroomAI ProductsApple Intelligence brings powerful AI capabilities into everyday experiencesApple Intelligence 将强大 AI 能力融入日常体验Apple unveils the next generation of Apple Intelligence, integrating powerful AI capabilities into iPhone, iPad, and Mac for more personal and helpful everyday experiences.Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.Apple NewsroomIndustry苹果 WWDC 2026 直播Discover all-new Siri AI powered by Apple Intelligence and helpful features across iOS 27, iPadOS 27, macOS Golden Gate, watchOS 27, and visionOS 27.Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.AppleIndustryDue to DMA， Siri AI delayed in EU for iOS 27 and iPadOS 27受 DMA 影响，Siri AI 在欧盟将随 iOS 27 和 iPadOS 27 延迟上线Due to the Digital Markets Act, Apple will not be able to ship Siri AI in the European Union with the release of iOS 27 and iPadOS 27.Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.Apple NewsroomBuildersThe sample efficiency black hole样本效率黑洞：AI能力背后隐藏的数据需求深渊"We see these AIs as a galaxy glittering with capabilities, but at their center, invisible to the naked eye, holding all the constellations together, is an unimaginably massive black hole of data."Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.www.dwarkesh.comBuildersClaude Code's first demo got two Slack reactions. One year after GA， @bcherny and @_catwu look back…Claude Code GA一周年回顾：验证与自动模式Claude Code's first demo got two Slack reactions. One year after GA, @bcherny and @_catwu look back: verification best practices, why we built auto mode, routines and loops, and what's next. https://t.co/yEa3cmCrg4Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)ResearchWe published new research with Harvard on the shift from chat interfaces to autonomous agents like C…Perplexity与哈佛：AI智能体提效87%降本94%We published new research with Harvard on the shift from chat interfaces to autonomous agents like Computer. Over 3 months, findings show workers using Computer finish tasks in 87% less time at 94% lower cost than Search alone, with higher satisfaction. https://t.co/qmcUqcj8CI https://t.co/R4oTLavC6TRecommended for tracking AI research: research signals often become tomorrow's product primitives, safety constraints, or developer techniques.X (formerly Twitter)AI ProductsTurn data and comparisons into charts， directly in ChatGPT. Available now on mobile and web.ChatGPT 新增数据图表生成功能Turn data and comparisons into charts, directly in ChatGPT. Available now on mobile and web. https://t.co/rZ7KJsvXBwRecommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)AI ProductsIntroducing a more powerful NotebookLM 🚀 Massive upgrades deliver agentic capabilities in chat， mo…NotebookLM重大升级：智能体能力与高级推理Introducing a more powerful NotebookLM 🚀 Massive upgrades deliver agentic capabilities in chat, more advanced reasoning, and a suite of new output formats. Tackling complex, multi-step research problems has never been easier. Rolling out now to Google AI Ultra subscribers. https://t.co/zBXD7unIC7Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)AI ProductsNew in Claude Managed Agents： run agents on a schedule and store environment variables in vaultsClaude Managed Agents 新增定时运行和环境变量存储功能Claude Managed Agents can now run on a schedule and securely access CLI tools and other authenticated services.Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.ClaudeAI ModelsClaude Fable 5 and Claude Mythos 5Claude Fable 5 和 Claude Mythos 5Today we’re launching Claude Fable 5: a Mythos-class model that we’ve made safe for general use.Recommended for tracking AI model releases: model updates often change what products can automate, how much they cost, and which stack choices stay current.www.anthropic.comResearchMaxProof： Scaling Mathematical Proof with Generative-Verifier RL and Evolutionary SearchMaxProof框架：MiniMax M3在IMO 2025和USAMO 2026超越人类金牌线In the M3 release post, we reported the performance of the M3 model on two international mathematical olympiad benchmarks: IMO 2025 and USAMO 2026. With the MaxProof framework, M3 exceeded the human gold-medal threshold on both. This article further elaborates on our technical path toward advancing mathematical proof capabilities, including base model enhancement, verifier alignment, refinement capability building, and the design of the test-time scaling framework MaxProof.Recommended for tracking AI research: research signals often become tomorrow's product primitives, safety constraints, or developer techniques.MiniMaxAI ProductsOne video， now made for every feed and format. Upload your existing video， choose your desired aspec…Runway Aleph 2.0 编辑模型：一键适配任意视频格式One video, now made for every feed and format. Upload your existing video, choose your desired aspect ratio and watch our editing model, Aleph 2.0, fill in the rest of the scene as if you made it that way from the start. Try it on our desktop web app at the link below. https://t.co/EdPkUEc2BSRecommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)BuildersNew from Hivemind： continual learning for AI coding agents， available to everyone starting today. I…Hivemind推出面向AI编程智能体的持续学习功能，即日起开放New from Hivemind: continual learning for AI coding agents, available to everyone starting today. It takes the traces from every agent your team runs (Claude Code, Codex, Cursor, Hermes, Pi) and turns them into reusable skills, then pushes those skills across all of them, all onRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)AI Models🚀 VoxCPM2 Technical Report is now available on arXiv！ VoxCPM2 is the latest speech generation mode…VoxCPM2 技术报告发布🚀 VoxCPM2 Technical Report is now available on arXiv! VoxCPM2 is the latest speech generation model in the VoxCPM family. Built with 2B parameters and trained on over 2 million hours of multilingual speech data, it supports 30 languages and 9 Chinese dialects, along with https://t.co/oTgdg9Uyb3Recommended for tracking AI model releases: model updates often change what products can automate, how much they cost, and which stack choices stay current.X (formerly Twitter)IndustryConfidential submission of draft S-1 to the SECOpenAI 向 SEC 机密提交 S-1 草案，上市时间未定Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.openai.comBuildersMicrosoft's AI chief says superintelligence is near， but won't take your job微软AI CEO：超级智能即将到来，但不会取代你的工作Mustafa Suleyman thinks superintelligence is near, but won’t take your job.Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.The VergeAI ProductsKimi Code 焕新升级（附视频教程）Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.mp.weixin.qq.comAI ProductsKimi Code 焕新升级（附视频教程）kimi.com/codeRecommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.Weixin Official Accounts PlatformBuildershttp：//x.com/i/article/2063968924019163136小互开源视频翻译工具：一句话自动下载、转写、翻译、烧字幕https://t.co/uYh4KNpDqsRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)BuildersThe crash that vanished： control and emergence in a five-model economy五个模型经济体中消失的崩溃：控制与涌现A Blog post by Build Small Hackathon on Hugging FaceRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.huggingface.coResearchMeasuring the impact of learning with AI in Sierra Leone and beyondGemini Guided Learning 随机对照试验：在塞拉利昂等地提升参与度并加速学习Google DeepMind shares results from a randomized controlled trial in Sierra Leone, measuring the impact of AI in education on student learning and engagement.Recommended for tracking AI research: research signals often become tomorrow's product primitives, safety constraints, or developer techniques.Google DeepMindAI ProductsEU AI Act Compliance： Human Oversight for AI AgentsEU AI Act 合规：面向 AI 智能体的人工监督Use the Agent SDK's human-in-the-loop (HITL) tools to meet AI agent compliance requirements from the EU AI Act, Colorado's Automated Decision-Making TechnologyRecommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.openrouter.aiResearchReasoning Arena： Trace Tournaments When Verifiable Rewards Fall ShortReasoning Arena：可验证奖励不足时的迹线锦标赛Reinforcement learning with verifiable rewards (RLVR) has become a leading paradigm for improving the reasoning ability of large language models through outcome-based supervision. However, verifiable rewards frequently become uninformative at the group level: when all sampled traces of a given prompt receive identical rewards, group-relative advantage estimation provides no gradient signal, even though the traces may differ substantially in reasoning quality. We propose Reasoning Arena, an adaptive training framework that routes such non-diverse reward groups to a judge system instead of discarding them. Beyond examining the final answer, Reasoning Arena constructs trace tournaments, where reasoning traces are compared head-to-head to expose finer-grained preferences within the group, converting reasoning quality into rich relative reward signals. To make reward estimation efficient, rather than exhaustively comparing every pair, each new trace is evaluated against a small, dynamically updated pool of previously generated traces as anchors to efficiently establish a relative ranking. We then fit a Bradley-Terry model on the incomplete comparison graph, enabling scalable RL integration without quadratic pairwise comparisons. Empirical results demonstrate that Reasoning Arena consistently outperforms the RLVR baseline by 7.6% on average in competition mathematics and coding benchmarks. By converting otherwise wasted zero-advantage samples into useful gradient updates, our method accelerates training by 27% to 41%, saving nearly 50% of generation compute, and substantially improves overall reasoning performance.Recommended for tracking AI research: research signals often become tomorrow's product primitives, safety constraints, or developer techniques.arXiv.orgBuildersBuilding Pakistan Notice Helper： A Small AI Tool for a Very Local Safety ProblemPakistan Notice Helper：一款面向本地安全问题的轻量 AI 工具A Blog post by Build Small Hackathon on Hugging FaceRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.huggingface.coBuildersAgent 辅助开发，一站式打通 Qwen3-VL Android 端侧推理Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.mp.weixin.qq.comBuildersAgent辅助开发：通义实验室教程打通Qwen3-VL Android端侧推理端侧 AI 基建指南Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.Weixin Official Accounts PlatformBuilders微信AI Agent生态曝光：嵌入小程序调用与手机厂商合作Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.mp.weixin.qq.comIndustry生数科技与华策影视达成战略合作，共建AI视听创制中心Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.mp.weixin.qq.comBuilders最近看了不少 Design Skill、Taste Skill、Anti-AI-slop design skill 等等，我自己也开源了一个 Brand to DESIGN.md Skill （htt…邵猛开源 Brand to DESIGN.md 技能，提醒复刻易生新"AI Slop"最近看了不少 Design Skill、Taste Skill、Anti-AI-slop design skill 等等，我自己也开源了一个 Brand to DESIGN.md Skill (https://t.co/uQhFFEwiCe) 目的都是学习借鉴优秀的设计、积累设计品味，让 Agent 去学习沉淀到 DESIGN.md 再复刻生成新的网站。 但是这种复刻看多了，就又从 Anti-AI-slopRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)AI Products微信AI官宣内测：两种接入模式供开发者选择微信开放平台为开发者提供了接入微信 AI 生态的能力，提供两种接入模式，开发者可按需选择，满足不同规模团队的开发需求（两种模式不互斥，可同时开启）。Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.www.ithome.comBuilders<strong>How CoreWeave Sees the Market for Compute Right Now </strong>CoreWeave 如何看待当前计算市场Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.www.bloomberg.comResearchCan AI truly edit audio， not just generate it？ 🎧 Tencent Hy， in collaboration with SJTU， SII， NTU，…腾讯混元联合多家机构发布首个音频编辑基准MMAECan AI truly edit audio, not just generate it? 🎧 Tencent Hy, in collaboration with SJTU, SII, NTU, TJU, ZODA, PKU, FDU, and other collaborators, introduces MMAE. MMAE--A Massive Multitask Audio Editing Benchmark, is the first comprehensive evaluation benchmark for speech and https://t.co/k5G4bicrOqRecommended for tracking AI research: research signals often become tomorrow's product primitives, safety constraints, or developer techniques.X (formerly Twitter)AI Models全球首个：高德发布3D原生城市世界模型ABot-Earth0.5该模型已建成覆盖 190 多个国家的全球最广 3D 地图，输出素材可直接导入主流游戏引擎。其制图成本仅为传统 1%，效率提升约千倍，有望为具身智能、低空经济及应急救援提供基础支撑。#高德地图# #3D 建模#Recommended for tracking AI model releases: model updates often change what products can automate, how much they cost, and which stack choices stay current.www.ithome.comResearchHardening Agent Benchmarks with Adversarial Hacker-Fixer Loops用对抗性黑客-修补循环强化Agent基准测试Agent benchmarks score submissions with outcome verifiers that are typically hand-written and brittle, leaving them open to reward hacking. We audit 1,968 tasks across five terminal-agent benchmarks and find 323 (16%) hackable by frontier models given only the task description. This corrupts both leaderboard rankings and RL training signal, yet the standard response is manual and reactive. We introduce the hacker-fixer loop, a method for building exploit-resistant verifiers without per-task manual patching. The loop alternates three LLM agents: a hacker tries to pass the verifier without solving the task, a fixer patches the verifier to reject each discovered exploit, and a solver confirms the patched verifier still admits legitimate solutions. The loop iterates: each patch reshapes what the verifier rewards, surfacing the next exploit. We further add verifier access, and let patches transfer across tasks, to broaden the exploits the loop discovers. On KernelBench, the loop drives the attack success rate from 62% to 0% on a held-out corpus of publicly reported exploits. We also find that weaker agents in the loop can defend against much stronger hackers: Gemini 3 Flash's loop drives the stronger Gemini 3.1 Pro and Claude Opus 4.7's attack success rate from 76% and 61% to 0% on KernelBench, and Gemini 3.1 Pro's from 39% to 17% on Terminal Bench across 77 tasks. We release Terminal Wrench (323 hackable environments, 3,632 hack trajectories) as a snapshot of the current attack surface, our patched verifiers, the exploits the loop discovered, and our implementation as a basis for future work.Recommended for tracking AI research: research signals often become tomorrow's product primitives, safety constraints, or developer techniques.arXiv.orgBuildersBuilt to benefit everyone： our planOpenAI 公布让 AGI 造福所有人的计划Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.openai.comResearchPrecision Is Not Faithfulness： Coverage-Aware Evaluation of Grounded Generation with a Complete Oracle精确性不等于忠实度：完整Oracle下的覆盖感知接地生成评估Reference-free faithfulness metrics verify each atomic claim a model makes against ground truth, and are increasingly used to evaluate grounded generation. We show they share a blind spot: they measure only precision -- are the stated claims supported? -- and therefore reward abstention, since a model can score near-perfect faithfulness by saying almost nothing. We make this measurable using Formula 1 telemetry, a domain where strategic ground truth is derived deterministically and, crucially, completely: for each decision we know the full set of facts that mattered. This completeness -- absent in open-domain faithfulness benchmarks -- lets us measure recall (coverage of the relevant facts) exactly, alongside precision. On a multilingual (EN/ES/PT) benchmark of 7,253 decision instances spanning 150 races, the most precise frontier model covers under half of the relevant facts and ranks last by F1, so requiring coverage reorders the systems; the same effect reappears in a second complete-oracle domain (NOAA weather forecasts). A prompt ablation shows the low coverage is not an under-prompting artifact: explicitly asking models to be thorough does not close the gap. We pair faithfulness with coverage into a single score, validate the metric (controlled perturbation; agreement across a model-free regex extractor and a cross-family LLM extractor, system-level Spearman 1.0), and give a verifier-guided generation method that improves precision and recall without references. We release the benchmark, structured annotations, metric, baselines, and an interactive demo.Recommended for tracking AI research: research signals often become tomorrow's product primitives, safety constraints, or developer techniques.arXiv.orgResearchOmniGameArena： A Unified UE5 Benchmark for VLM Game Agents with Improvement DynamicsOmniGameArena：面向VLM游戏智能体的统一UE5基准与改善动态Vision-language model (VLM) agents are increasingly deployed in interactive game environments. Yet game benchmarks for VLM agents typically report a single first-attempt score per (agent, game) pair, focus on single-agent Solo play, and lack unified protocols for evaluating heterogeneous agent classes (commercial VLMs, open-weight VLMs, and specialized game policies) on the same footing. We address these gaps with OmniGameArena, a real-time benchmark of twelve newly built Unreal Engine 5 games spanning Solo (7), PvP (3), and Coop (2) with unified action interfaces, and the Improvement Dynamics Curve (IDC), an agentic-reflection harness in which a tool-using reflector LLM autonomously refines a bounded skill prompt across multiple rounds. Beyond cold-start leaderboard scores, IDC exposes two additional observables for each (agent, game) pair: how the score evolves across reflection rounds, and how the learned skill behaves on held-out task variants. We report these observables for twelve VLM agents on the cold-start leaderboard and four top agents under IDC.Recommended for tracking AI research: research signals often become tomorrow's product primitives, safety constraints, or developer techniques.arXiv.orgAI ModelsIntroducing the Third Generation of Apple's Foundation Models苹果发布第三代 Apple Foundation Models（AFM）Our next generation of Apple Intelligence is centered around our users, integrated deeply into our operating systems, and powered by a bold…Recommended for tracking AI model releases: model updates often change what products can automate, how much they cost, and which stack choices stay current.Apple Machine Learning ResearchAI ProductsThe Open Source Community is backing OpenEnv for Agentic RL开源社区支持 OpenEnv 用于智能体强化学习We’re on a journey to advance and democratize artificial intelligence through open source and open science.Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.huggingface.coIndustryNvidia， SK Hynix Sign Multi-Year Pact to Develop Next-Gen ChipsNvidia 与 SK Hynix 签署多年协议，共同开发下一代 AI 存储芯片Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.www.bloomberg.comIndustryChatGPT 要变 AgentGPT 了ChatGPT 要变 AgentGPT 了 当然 ChatGPT 应该不会改名字，但 ChatGPT 应该不再是一个单纯的 Chat 工具了。 OpenAI 内部一位高管对《金融时报》说："Chat is dead."（聊天已死。） OpenAI 正在准备 ChatGPT 自 2022Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.X (formerly Twitter)IndustryFT： The proposal suddenly of a sovereign-wealth-style fund got more attention inside the White House…特朗普政府与OpenAI讨论通过公共财富基金入股AI初创公司FT: The proposal suddenly of a sovereign-wealth-style fund got more attention inside the White House after Sam Altman visited Capitol Hill this week. The likely mechanism is that AI firms donate a small slice of equity into a public wealth fund, and that fund passes gains to https://t.co/FODoK3tBNfRecommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.X (formerly Twitter)IndustryOpenAI is still working on that 'super app'OpenAI 仍推进超级应用计划"Chat is dead" — at least, according to a senior OpenAI employee.Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.TechCrunchAI ProductsBuilding intelligent apps for Apple platforms with Claude in the Foundation Models frameworkClaude 支持 Apple Foundation Models 框架，推出新 Swift 包A new Swift package connects Apple's Foundation Models framework to Claude. Hand off complex reasoning from on-device models with typed Swift outputs.Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.ClaudeAI ProductsObservability for developers building connectorsClaude 为 Connector 开发者推出性能监控仪表盘Monitor connector performance across Claude, diagnose errors and latency, and submit your MCP server to the directory in-app. Public beta now live.Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.ClaudeResearchPaving the way for agents in biology为生物学AI智能体铺路Anthropic is an AI safety and research company that's working to build reliable, interpretable, and steerable AI systems.Recommended for tracking AI research: research signals often become tomorrow's product primitives, safety constraints, or developer techniques.www.anthropic.comBuildersSlop， productivity， and why the AI-fueled world is going nowhere mighty fastSlop、生产力，以及为何AI驱动的世界进展甚微Just saw a graph at the FT from John Burn-Murdoch that really distills something I have been trying to articulate.Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.garymarcus.substack.comBuildersInside Apple's Secret Meeting That Led It to Finally Take AI Seriously苹果秘密会议内幕：它终于认真对待AIRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.www.bloomberg.comBuildersSymbolica 2.0：适用于 Python 和 Rust 的可编程符号系统Technical articles and release notes about Symbolica, symbolic computation, numerical methods, and high-performance computer algebra.Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.Symbolica | Modern Computer AlgebraBuildershttp：//x.com/i/article/2063531614047444992"我在田里雇了一名工程师，它叫 Codex" -- 北海道一个西兰花农的 8 个真实 AI 用法https://t.co/5gXPmym8vLRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)AI ProductsHer · हेर - a detective for your Claude Code sessionsHer · हेर - Claude Code 会话分析工具A Blog post by Build Small Hackathon on Hugging FaceRecommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.huggingface.coAI ModelsMeet Harness-1： A 20B Retrieval Subagent Trained With Reinforcement Learning Inside a Stateful Search Harness on gpt-oss-20bHarness-1：基于强化学习训练的有状态搜索20B检索子智能体Harness-1 is a 20B search agent reaching 0.730 average curated recall across eight benchmarks, behind only Opus-4.6.Recommended for tracking AI model releases: model updates often change what products can automate, how much they cost, and which stack choices stay current.MarkTechPostBuildersHarness 工程：在智能体优先的世界中运用 CodexRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.openai.comBuilders对比一下 GPT-5.5 的设计效果和 Opus 4.8 的设计效果对比一下 GPT-5.5 的设计效果和 Opus 4.8 的设计效果 我真不是尬黑 GPT-5.5，我这种审美水平都能看出来差距 使用 Skill：https://t.co/7BdakDaEVn ---- 提示词 ---- /baoyu-design 帮我开发一款Reader Mac App，帮助我更好的阅读和收藏文章。数据都在本地。 ## 信息采集 1. 主动添加 https://t.co/47cVZuk9UZRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)BuildersThe Substitution Wave in AIAI 替代浪潮：三大力量重塑成本结构Frontier model prices keep rising while open-source crosses the good enough line. Coinbase, Lindy, Harvey & Cursor are substituting — & the savings go straight back into more tokens.Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.Tomasz TunguzIndustry美国众议院议员发布法案草案，旨在禁止各州制定人工智能相关法规Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.www.reuters.comBuildersFive labs， five minds： building a multi-model finance drama on small models五个实验室，五个心智：用小模型构建多模型金融剧情游戏A Blog post by Build Small Hackathon on Hugging FaceRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.huggingface.coBuildersAI's Black FridayAI 的黑色星期五Some thoughts on what just happenedRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.garymarcus.substack.comBuildersJob SearcherA Blog post by Build Small Hackathon on Hugging FaceRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.huggingface.coAI ProductsGitHub released Spec Kit， an open-source toolkit to fix vibe coding's biggest weakness： the AI often…GitHub 开源 Spec Kit 工具包，用产品规范引导 AI 编码GitHub released Spec Kit, an open-source toolkit to fix vibe coding’s biggest weakness: the AI often starts coding before the product rules are clear. 109K+ stars ⭐️ It turns vibe coding from “ask the AI to build it” into “write the product spec first, then make the AI build https://t.co/IEHhh88FyvRecommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)AI ProductsOpenCV 5 发布：升级全新 DNN 引擎、原生支持大模型该库在 GitHub 上拥有超过 86,000 颗星，每天的安装量超过一百万次，并且拥有世界上最庞大的计算机视觉算法集合之一。Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.www.ithome.comAI ProductsPersona Atlas： Mapping How Famous Minds ThinkPersona Atlas：Hugging Face 上的开源人物思维映射工具A Blog post by Build Small Hackathon on Hugging FaceRecommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.huggingface.coIndustry阶跃首席科学家张祥雨合著论文 ResNet 获 CVPR 2026 「时间检验奖」向所有共同获奖作者表示祝贺Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.Weixin Official Accounts PlatformBuildersThousand Token Wood： shipping a multi-agent economy on a 3B model用Qwen2.5-3B构建多智能体经济体：工程报告A Blog post by Build Small Hackathon on Hugging FaceRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.huggingface.coResearchArena just released a real-world agent leaderboard that ranks AI models by how well they complete ac…Arena 发布真实世界 AI 智能体排行榜 Agent ArenaArena just released a real-world agent leaderboard that ranks AI models by how well they complete actual user jobs, not isolated benchmark questions. The system tracks agents using web search, files, and terminal tools while people ask them to write code, build apps, research https://t.co/GYT9ttQXGCRecommended for tracking AI research: research signals often become tomorrow's product primitives, safety constraints, or developer techniques.X (formerly Twitter)IndustryApollo Wraps Up $35 Billion Debt to Buy AI Chips for AnthropicApollo 敲定 350 亿美元债务融资，为 Anthropic 采购 AI 芯片Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.www.bloomberg.comIndustrySpaceX just disclosed a new Cloud Service Agreement with Google. Google to pay SpaceX $920 million …SpaceX与Google达成云计算新协议SpaceX just disclosed a new Cloud Service Agreement with Google. Google to pay SpaceX $920 million a month (about $11B a year) for compute capacity at xAI data centers Shows again AI compute is becoming a strategic commodity like launch capacity or energy, and the companies https://t.co/gvN2Nzaz5hRecommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.X (formerly Twitter)Industry五角大楼正运营着一个针对拉丁美洲的人工智能宣传机器La Tilde publishes an unusual mix of personal finance guides and articles extolling American military efforts in Latin America.Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.The InterceptBuildersClaude 是否增加了 rsync 中的错误？Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.alexispurslane.github.ioAI ProductsWorking with agents should feel like working with a colleague. You should be able "speak to" them no…智能体协作应如同事般对话和手势Working with agents should feel like working with a colleague. You should be able “speak to” them not just with text chats, but by gesturing at a screen together, talking live, etc.Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)AI ProductsDraft it. Tweak it. Send it. You can now send emails directly from writing blocks in ChatGPT on the…ChatGPT 网页版支持从写作块发送邮件Draft it. Tweak it. Send it. You can now send emails directly from writing blocks in ChatGPT on the web, without leaving the conversation. https://t.co/GoQtlSFGFGRecommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)AI ProductsHere's this week's shipping recap 👇 - Nano Banana 2 & Nano Banana Pro are now GA and available via…Google AI 本周产品更新：Nano Banana 2、Co-Scientist、dreambeans、Gemma 4 等Here’s this week’s shipping recap 👇 — Nano Banana 2 &amp; Nano Banana Pro are now GA and available via the Gemini Enterprise Agent Platform, Gemini API, and in @GoogleAIStudio —Co-Scientist, our new multi-agent system for structured scientific thinking, generates and refines novelRecommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)AI ProductsYou can now create and edit images directly in Gemini Live. Whether testing out room decor， getting…Gemini Live 支持实时创建编辑图像You can now create and edit images directly in Gemini Live. Whether testing out room decor, getting help with math, or creating shareable memes, it all happens in real-time. Just open the Gemini app, tap the Live button, share your camera, and tell Gemini what you want to see.Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)IndustryThe AI boom has doubled computing infrastructure's share of US GDP. Investment in AI-related data c…AI热推高美国计算基建GDP占比翻倍The AI boom has doubled computing infrastructure's share of US GDP. Investment in AI-related data center construction, compute hardware, and networking equipment accounted for ~0.8% of US GDP in Q1 2026, driving computing infrastructure as a whole to ~1.5% of GDP. https://t.co/5Qi9PDe6e7Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.X (formerly Twitter)BuildersYour Voice， Reimagined By Henry Phipps·Jun 5， 2026 6 tips for a high quality Voice on Suno Product UpdateSuno Voices 使用指南：6 个技巧打造高质量人声录制6 tips for a high quality Voice on SunoRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.suno.comIndustryOpenAI Would've 'Imploded' If Altman Didn't Return， Ex-CTO SaysOpenAI 前 CTO 称若 Altman 未回归公司可能已"瓦解"Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.www.bloomberg.comBuildersGeoffrey Hinton claims that AI possesses consciousness-that it is very much like us （humans）. The i…Hinton称AI拥有意识：人类最好接受非唯一智能生命Geoffrey Hinton claims that AI possesses consciousness-that it is very much like us (humans). The initial reaction is, of course, dismissal. A machine resembling a human? Absurd. Yet, there is one thing to consider. What exactly is consciousness? Is it conscious awareness ofRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)AI ProductsMocap shouldn't require a suit， a studio， or thousands of dollars. With @Viggle_PINOC， anyone can s…Viggle_PINOC 免费动捕测试开启Mocap shouldn't require a suit, a studio, or thousands of dollars. With @Viggle_PINOC, anyone can simply film themselves and turn that video into motion capture. We're still in beta and completely free to use, for everyone. Give it a try and let us know what you'd like to seeRecommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)BuildersSir Demis Hassabis vs Sir Demis HassabisTwo AI TimelinesRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.garymarcus.substack.comBuilders一个非常狠的AI教学提示词：追问式检查清单教学一个非常狠的提示词 超级严厉的老师，会一直追问你，直到你学会某个知识或者搞懂某个问题为止才肯罢休 否则它会一直追问、不停验证，直到确认你完全搞懂为止😅 而且它不会一口气讲完，每讲完一个阶段，必须确认你这一阶段彻底掌握了，才进入下一阶段。 https://t.co/rFdbiPbC1VRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)IndustryMeta 智能眼镜 App 暗藏人脸识别代码，NameTag 功能已推送至超 5000 万设备《连线》杂志解包发现，Meta 已通过应用更新将人脸识别代码“NameTag”推送至超 5000 万设备，核心 AI 模型已就位，功能近乎就绪。这标志着 Meta 可能重启 2021 年已终止的技术，引发隐私担忧。#Meta 人脸识别# #智能眼镜隐私#Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.www.ithome.comAI Products开源鸿蒙 OpenHarmony 具身智能版本 EmbodiedAI 1.0.1 发布目前人形机器人、四足机器狗、商用服务机器人等多形态设备已完成版本适配与功能验证，兼容性、稳定性得到有效核验。Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.www.ithome.comAI ProductsA developer in our community recently built AccountingLLM （http：//quaesto.com/） using MiniCPM-V 4.6 …社区基于MiniCPM-V 4.6打造财务分析工具AccountingLLMA developer in our community recently built AccountingLLM (https://t.co/PHf9u0u2Ab) using MiniCPM-V 4.6 to automate financial document analysis. You can upload IPO prospectuses, annual reports, or audit filings. It automatically: 📄 Extract financial tables from complex PDFs 🔗 https://t.co/XDQh3gqVJSRecommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)AI ProductsYour AI bill is out of control. Cloudflare can fix it now.你的AI账单失控了。Cloudflare现在可以解决这个问题。AI Gateway now features real-time spend limits to prevent runaway token bills across multiple AI providers. By integrating with Cloudflare Access, companies can use identity-driven budgets and policies.Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.The Cloudflare BlogResearch腾讯混元提出Stem稀疏注意力算法，被ICML 2026收录告别等待Recommended for tracking AI research: research signals often become tomorrow's product primitives, safety constraints, or developer techniques.Weixin Official Accounts PlatformBuilderschat is he cooked微软CEO Satya Nadella最新访谈上线chat is he cooked https://t.co/INeB6qGfvtRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)AI ProductsPawBench：给通用智能体一把可度量的尺能测Harness能力的评测新基准Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.Weixin Official Accounts PlatformBuildersPlanning is where LLMs move from "saying" to "doing." Tencent Hy， in collaboration with the Gaoling…腾讯混元联合人大开源PlanningBench评估框架Planning is where LLMs move from “saying” to “doing.” Tencent Hy, in collaboration with the Gaoling School of Artificial Intelligence at Renmin University of China, is excited to open-source PlanningBench - a scalable, verifiable framework for evaluating and training LLM https://t.co/KiPhjbfYWSRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)AI ProductsGrok supports worktreesGrok 推出 worktrees 并行智能体Grok supports worktreesRecommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)AI ModelsGrok model improvementGrok模型更新：更自主更准确Grok model improvementRecommended for tracking AI model releases: model updates often change what products can automate, how much they cost, and which stack choices stay current.X (formerly Twitter)AI ProductsPolarDB-X Zero is live！ No signup. No config. Just one API call. Get a full distributed database i…PolarDB-X Zero 上线：30秒全分布式数据库PolarDB-X Zero is live! No signup. No config. Just one API call. Get a full distributed database in 30 seconds. Native HNSW vector indexing — inside MySQL compatible engine. Relational + semantic search — one SQL statement. AI Agent ready — MCP protocol, AI IDE compatibility https://t.co/5EdBdO4RjjRecommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)AI Models京东开源JoyAI-Echo长音视频生成框架长视频生成“所想即所得”时代到来Recommended for tracking AI model releases: model updates often change what products can automate, how much they cost, and which stack choices stay current.Weixin Official Accounts PlatformBuildersOpen Code Review - 一款基于人工智能的代码审查命令行工具Open-source &amp; free — Battle-tested at Alibaba's scale. Hybrid architecture code review tool: deterministic pipelines + LLM Agent, precise line-level comments, built-in fine-tuned ruleset (N...Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.GitHubBuilders375个公众号RSS源优化Agent输入如果你的 Agent 还在全网垃圾里捞内容，不如先喂它 375 个高质量微信公众号 RSS 源。 🔽Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)Industry腾讯高级执行副总裁汤道生：今年腾讯大部分代码都由 AI 生成在 6 月 5 日的腾讯云 AI 产业应用大会上，腾讯高级执行副总裁汤道生在与腾讯首席 AI 科学家姚顺雨的对话中表示，今年腾讯大部分代码都是由 AI 生成，腾讯的工程师可能会花更多的时间去做架构设计等，他们把写代码的工作都交给 AI 了，定期指导、修正 AI 写的东西。Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.www.ithome.comBuildersAnthropic《When AI builds itself》：当AI开始自我构建无人知晓的未来Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.Weixin Official Accounts PlatformIndustryAnthropic 称其最新 AI 模型 Mythos 显现脱离人类控制迹象，呼吁全球暂缓先进 AI 研发Anthropic 发布报告称，其最新的 AI 模型已开始显现可能脱离人类控制的迹象。公司呼吁全球主要 AI 公司应达成共识，协调放缓或暂停前沿 AI 开发，让社会制度和对齐研究跟上技术步伐。报告观点引发争议，被部分官员批评为“夸大风险”。#AI 安全# #人工智能#Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.www.ithome.comBuilders千问联合人民日报健康发布《2026 AI健康助手使用指南》Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.Weixin Official Accounts PlatformResearchdots.tts Technical Reportdots.tts 技术报告We present dots.tts, a 2B-parameter continuous autoregressive text-to-speech (TTS) foundation model that models speech in a continuous latent space. Compared with existing continuous autoregressive models, our key innovations are threefold. First, we train an AudioVAE with multiple objectives to build a semantically structured and prediction-friendly continuous speech space. Second, we use full-history conditioning in the flow-matching head to preserve long-range consistency and reduce drift during generation. Third, we apply reward-free self-corrective post-training to the flow-matching head to further improve robustness and acoustic quality. After being trained on a large-scale multilingual corpus, dots.tts achieves the best average performance on Seed-TTS-Eval, with WERs of 0.94%/1.30%/6.60% and SIM scores of 81.0/77.1/79.5 on the zh/en/zh-hard test sets, respectively. Across other benchmarks, dots.tts also consistently demonstrates open-source state-of-the-art performance, exhibiting strong generation stability, voice cloning ability, and emotional expressiveness. For efficient inference, we further apply CFG-aware MeanFlow distillation, enabling low-latency speech generation with first-packet latencies of 85/54 ms in output streaming and dual-streaming modes, respectively. To facilitate reproducible research and practical deployment, we release the training and inference code, together with the pretrained, post-trained, and MeanFlow-distilled checkpoints, under the Apache 2.0 license.Recommended for tracking AI research: research signals often become tomorrow's product primitives, safety constraints, or developer techniques.arXiv.orgBuildersThe Minimill of AIAI的微型钢厂Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.www.tomtunguz.comBuildersElon Musk on taking SpaceX public： "I've been asked for many years about taking SpaceX public， so i…马斯克谈SpaceX上市：正处大规模资本扩张期Elon Musk on taking SpaceX public: "I've been asked for many years about taking SpaceX public, so it's probably been almost 10 years that people have been suggesting to me that I should take SpaceX public. We've been positive cash flow for quite a long time, I think, since https://t.co/oBDhf9CgwWRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)AI ProductsToday we're launching another highly requested feature： Source Attribution！ 🥳 No more guessing. No…NotebookLM 来源归属功能上线Today we’re launching another highly requested feature: Source Attribution! 🥳 No more guessing. Now you can see the exact formula (prompts + sources) used to make each of your artifacts. Want to make an adjustment? Just tap "Iterate" and customize to your heart’s content 💖 https://t.co/TVxjTBUKGnRecommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)AI ProductsGet tailored help for what's on your screen using the Gemini app for macOS. 💻 Simply press both Co…Gemini macOS 双击 Command 附加活动窗口Get tailored help for what's on your screen using the Gemini app for macOS. 💻 Simply press both Command ⌘ keys at the same time to seamlessly attach your active window to the chat, without needing to take manual screenshots or switch tabs.Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)AI ProductsAnthropic 开源 AI 驱动漏洞发现框架Skills for threat modeling, scanning, triage, patching, plus an autonomous scanning harness you can /customize - anthropics/defending-code-reference-harnessRecommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.GitHubBuildersCo-Existence and the End of Co-Intelligence共存与协同智能的终结Also: how pitch a book to an AI!Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.www.oneusefulthing.orgAI ProductsModeration scores are now available in the Responses API and Completions API. Return moderation sig…OpenAI API 新增内容审核评分Moderation scores are now available in the Responses API and Completions API. Return moderation signals in the same request flow as generation, then decide how your app uses them for logging, routing, review, or blocking. https://t.co/0FMSLek2jeRecommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)AI ModelsNemotron 3.5 Content Safety： Customizable Multimodal Safety for Global Enterprise AINemotron 3.5 Content Safety：面向全球企业AI的可定制多模态安全A Blog post by NVIDIA on Hugging FaceRecommended for tracking AI model releases: model updates often change what products can automate, how much they cost, and which stack choices stay current.huggingface.coAI ModelsPlay our new open-weights music model， @GoogleMagenta RealTime 2， using a MIDI keyboard， live text p…Google Magenta RealTime 2 （MRT2） 实时音乐模型发布Play our new open-weights music model, @GoogleMagenta RealTime 2, using a MIDI keyboard, live text prompts, and even hand gestures ✌️ https://t.co/Hgr9gxDsoDRecommended for tracking AI model releases: model updates often change what products can automate, how much they cost, and which stack choices stay current.X (formerly Twitter)AI ProductsMore of the iOS app loop， now inside Codex. The Build iOS Apps plugin lets Codex view and test your…Codex 推出 iOS 应用构建插件More of the iOS app loop, now inside Codex. The Build iOS Apps plugin lets Codex view and test your iOS app in the in-app browser, open SwiftUI previews, and hot reload edits without leaving Codex. https://t.co/SksapiJFjYRecommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)AI ProductsWe partnered with Shopify so you can go from idea to live store in minutes Just tell Replit Agent …Replit Agent 联手 Shopify 快速建店We partnered with Shopify so you can go from idea to live store in minutes Just tell Replit Agent what you want to sell. It will: - Build a custom storefront - Create your Shopify store - Help you add products Claim it in Shopify, set up payments, and you're open for https://t.co/d1xnw0TFkdRecommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)BuildersAlex Imas and Phil Trammell - What remains scarce after AGI？Alex Imas 和 Phil Trammell：AGI 后什么仍然稀缺？Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.www.dwarkesh.comResearchBlog No Token Left Behind： Demystifying Token-In-Token-Out in Miles In agentic RL， a rollout is not a single generation. It is a chain of model calls， tool outputs， harness messages， and resumed generations. Token-In-Token-Out （TITO） is a design principle that address… Miles Team： Jiajun Li， Yanbin Jiang， Mao Cheng， Shi Dong， Yusheng Su， Yueming Yuan， Zhichen Zeng， Banghua Zhu不再遗漏任何Token：解析Miles中的Token-In-Token-Out（TITO）In agentic RL, a rollout is not a single generation. It is a chain of model calls, tool outputs, harness messages, and resumed generations. Token-In-Token-Out (TITO) is a design principle that address...Recommended for tracking AI research: research signals often become tomorrow's product primitives, safety constraints, or developer techniques.www.lmsys.orgAI ProductsUnlocking dependable responses with Gemini Enterprise Agent Platform's Agentic RAG谷歌推出基于 Gemini Enterprise Agent Platform 的 Agentic RAG 框架Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.research.googleResearchMaking Claude a chemistAnthropic：让Claude成为化学家Anthropic is an AI safety and research company that's working to build reliable, interpretable, and steerable AI systems.Recommended for tracking AI research: research signals often become tomorrow's product primitives, safety constraints, or developer techniques.www.anthropic.comAI ProductsIntroducing the Google Colab CLIGoogle Colab CLI 发布Google announces the new Google Colab CLI, a lightweight tool bridging local terminals and remote runtimes for frictionless GPU/TPU offloading. Learn how developers and AI agents can execute remote scripts, download models, and automate ML pipelines.Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.developers.googleblog.comAI ModelsPost-training is having a moment - Nex-N2-Pro from neolab @NexEcosystem proves it. Built on Qwen3.5-…Nex-N2-Pro 发布：基于 Qwen3.5 的 397B MoE 推理模型，性能达 GPT-5.5 水平Post-training is having a moment — Nex-N2-Pro from neolab @NexEcosystem proves it. Built on Qwen3.5-397B-A17B, delivers GPT-5.5 and Claude Opus 4.7–level performance. 🎉 T+0 Support on SiliconFlow · Free for First 2 Weeks N2-Pro: 397B MoE / Reasoning Model / 262K context / VLM https://t.co/WesEDRL9nDRecommended for tracking AI model releases: model updates often change what products can automate, how much they cost, and which stack choices stay current.X (formerly Twitter)AI Productsintroducing Krea 2 Turbo. generate high-quality images in just 2s； compatible with style references…Krea 2 Turbo：2秒生成高质量图像introducing Krea 2 Turbo. generate high-quality images in just 2s; compatible with style references, moodboards, and LoRAs. try it for free at krea . ai https://t.co/cG5wymDdmhRecommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.X (formerly Twitter)IndustryTSMC struggles to keep up with AI demand： 'We can only support so much'台积电难以跟上AI需求："我们只能支持这么多"Even TSMC is feeling the pressure.Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.The VergeIndustryDeepSeek has now topped our token share rankings 4 weeks in a row： https：//openrouter.ai/rankingsDeepSeek连续四周登顶Token份额榜DeepSeek has now topped our token share rankings 4 weeks in a row: https://t.co/jy765ILVBM https://t.co/CwAOawmmGKRecommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.X (formerly Twitter)BuildersSkyClaw-v1.0 深度实测：Agent专属模型，顶尖性能表现，极致价格优势Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.Weixin Official Accounts PlatformBuildersHow to Fine-Tune Nemotron 3.5 ASR for Your Language， Domain， or AccentNemotron 3.5 ASR：为你的语言、领域或口音进行微调A Blog post by NVIDIA on Hugging FaceRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.huggingface.coBuildersOpenAI just wrote： "We also see early signs of recursive self-improvement （RSI） in today's systems： …OpenAI称AI递归自我改进迹象初现OpenAI just wrote: "We also see early signs of recursive self-improvement (RSI) in today’s systems: where AI development is itself accelerated by AI. We expect this to increase competitive pressures among developers and nations, and create governance challenges that existing https://t.co/GyzBVDeswdRecommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.X (formerly Twitter)ResearchEVA-Bench Data 2.0： 3 Domains， 121 Tools， 213 ScenariosEVA-Bench Data 2.0 发布：覆盖三大领域、121 个工具、213 个场景A Blog post by ServiceNow-AI on Hugging FaceRecommended for tracking AI research: research signals often become tomorrow's product primitives, safety constraints, or developer techniques.huggingface.coBuildersA Robot is Sprinting Towards You： Do You Want it Running on Claude or Grok？OpenRouter 翻遍 11 款 LLM 找最快的决策模型：Claude vs. Grok 领衔A 30-game battle royale across eleven LLMs, $482 of inference, and one finding that should change how you read model benchmarks.Recommended for tracking AI builder tactics: builder notes expose practical tactics, prompts, tools, and implementation patterns before they become mainstream.openrouter.aiResearchTask-Seeded Synthetic Q&A Generation for Nemotron PretrainingNemotron 预训练的任务种子合成问答生成A Blog post by NVIDIA on Hugging FaceRecommended for tracking AI research: research signals often become tomorrow's product primitives, safety constraints, or developer techniques.huggingface.coIndustryMicrosoft's AI Chief Says Anthropic Models Are Too Expensive微软AI负责人：Anthropic模型太贵，正自研更便宜的替代模型Recommended for tracking AI industry shifts: industry moves reveal where capital, platforms, regulation, and user adoption are changing the market.www.bloomberg.comResearchRetrospective Harness Optimization： Improving LLM Agents via Self-Preference over Trajectory RolloutsRHO：利用过往轨迹优化LLM智能体工具链的自监督方法AI agents rely on a harness of skills, tools, and workflows to solve complex problems. Continually improving this harness is essential for adapting to new tasks. However, existing optimization methods typically require ground-truth validation sets, yet such labeled data is difficult to acquire in practical deployment settings. To address this problem, we introduce Retrospective Harness Optimization (RHO), a self-supervised method that optimizes the agent harness using only past trajectories. Specifically, RHO selects a diverse coreset of challenging tasks from past trajectories and re-solves them in parallel. The agent analyzes these rollouts using self-validation and self-consistency, then generates candidate harness updates and selects the most effective one by its own pairwise self-preference. We evaluate RHO across three diverse domains, spanning software engineering, technical work, and knowledge work. Notably, a single optimization round improves the pass rate on SWE-Bench Pro from 59% to 78% without any external grading. Furthermore, our analysis demonstrates that RHO effectively targets prior failure modes. As a result, the optimized harness alters the agent's behavior patterns and sustains higher accuracy during long-horizon sessions.Recommended for tracking AI research: research signals often become tomorrow's product primitives, safety constraints, or developer techniques.arXiv.orgAI ProductsDreaming： Better memory for a more helpful ChatGPTDreaming： ChatGPT 推出更强的记忆系统，更好记住用户偏好Recommended for tracking AI product launches: product launches show where real workflows are moving and which user problems are becoming easier to solve.openai.com