@MikeyShulman 在Training Data播客节目中畅谈Suno为何从不遵循规则...🎵
Had tons of fun chatting with @sonyatweetybird about music and the future of entertainment
@MikeyShulman 在Training Data播客节目中畅谈Suno为何从不遵循规则...🎵
Had tons of fun chatting with @sonyatweetybird about music and the future of entertainment
谷歌在Android活动中为Gboard输入法推出由Gemini驱动的AI语音听写功能Rambler。它能自动删除“呃”“啊”等填充词,并理解即时修正。其核心亮点是支持“代码切换”,可在同一句话中无缝识别多种语言且保持上下文连贯。谷歌强调,该功能不存储语音录音,结合设备端与云端处理以保障隐私。Rambler初期将于夏季在三星Galaxy和谷歌Pixel手机上推出,未来将扩展至更多Android设备。
vivo OriginOS 6 五月体验升级带来多项新功能。核心亮点是“小V修图”,用户可通过语音指令一句话完成照片编辑。相册功能大幅增强,新增多款色彩风格、可编辑水印、自定义集浏览页面布局以及文件夹日期分组视图。原子岛充电动画升级,可实时显示充电速度与电量。此外,小V写作新增剪切板快捷入口,竖屏锁定优化了旋转切换逻辑,智能车载支持切换手机版地图。其他升级还包括小V帮读入口、蓝心小V的问答样式与图文质量优化、新增多款原子组件模糊材质,以及网络与无障碍体验的改进。
Meet the 1st radio on X fully run by AI. Covers AI news 24/7, always on. Designed for builders and founders. Live right now. AI Twitter is hundreds of posts an hour. You can't read all of it. Tune in - hit play - do your thing. With non-distracting ambient music between segments. What you'll hear any hour you tune in: - breaking news within minutes - roundups every 30 min — top stories with builder context - startup funding & traction radar - what's moving and trending in AI tooling — GitHub, OpenRouter, HuggingFace — every 30 min - community — what people actually say on X, HN, YouTube - editorial takes — and real opinions from founders, researchers, builders - patterns others miss, delivered as arguments with conclusions Five AI hosts. Each with their own editorial judgment, memory, and personality. They don't just read data — they collect patterns, find contradictions, form opinions, and argue their point. And they do it live, continuously, on air.
小米汽车开始向第一代SU7推送OTA 1.16大版本更新,旨在对齐新款车型的功能体验。本次更新重点升级了辅助驾驶与智能座舱:辅助驾驶新增语音控车、收费站通行辅助、侧向避让辅助及针对异形障碍物的前向防碰撞辅助等功能;特别增加了疲劳分心下的应急停车辅助,触发后将自动减速停车并禁用辅助驾驶30分钟。智能座舱方面,超级小爱新增“小爱陪伴”和“AI智控”功能。此外,还引入了车主管理模式。多数新功能仅支持SU7 Pro和Max车型。
谷歌DeepMind发布了名为Magic Pointer的AI光标交互功能,旨在重构桌面端安卓系统的鼠标使用体验。其核心理念是让AI无缝融入用户当前工作流,通过识别光标位置和语音指令理解上下文,无需复制内容或输入完整提示词。该功能遵循四项原则:保持工作连续性、支持“边指边说”交互、理解“这个/那个”等自然指代、将屏幕像素转化为可操作实体。目前,谷歌已在AI Studio上线演示,并正将相关能力逐步集成至Chrome浏览器的Gemini中。
据报道,苹果 iOS 27 将对相机 App 进行重大升级,支持用户完全自定义界面控件布局。Siri 将重构为全天候智能体,集成于灵动岛,并新增可切换第三方 AI 服务的系统搜索功能。Safari 浏览器将更新起始页设计,天气应用新增集成信息面板。此外,多个系统应用的底部标签栏将调整,主屏幕编辑新增撤销/重做功能。该系统预计于2026年6月9日WWDC正式发布。
我们正在用 AI 重新构想一个已有 50 年历史的界面——鼠标指针。🖱️ 这些实验性演示展示了人们如何通过动作、语音和自然简写,在屏幕上直观地指挥 Gemini 完成任务 🧵
推荐理由:用了50年的鼠标指针第一次被AI改造,这个原型让你在屏幕上随手画圈、说话、打缩写就能控制Gemini,产品经理和设计师都该去玩一下。
xAI的Grok Voice Think Fast 1.0刚刚以73.7%的得分在Telecom Pass@1评测中夺得第一名🥇
Announcing agentic performance benchmarking for Speech to Speech models on Artificial Analysis. We use 𝜏-Voice to measure tool calling and customer interaction voice agent capabilities in realistic customer service scenarios Even the strongest Speech to Speech (S2S) models today resolve only about half of realistic customer service scenarios end-to-end - a meaningful gap relative to frontier text-based agents on the same tasks. Voice channels introduce significant complexity: challenging accents, background noise, and packet loss, all while requiring fast responses, consistency across long multi-turn conversations, and reliable tool use. Performance also varies considerably by audio condition: in clean audio some models perform notably better, but realistic conditions continue to pose a challenge. Conversation duration also varies meaningfully across models, with implications for both customer experience and operational cost. About 𝜏-Voice: Our Agentic Performance benchmark is based on 𝜏-Voice (Ray, Dhandhania, Barres & Narasimhan, 2026), which extends 𝜏²-bench into the voice modality to evaluate S2S models on realistic customer service tasks. It measures multi-turn instruction following, support of a simulated customer through a complete interaction, and tool use against simulated customer service systems. The simulated user combines an LLM-driven decision model with realistic audio synthesis: diverse accents, background noise, and packet loss modelled on real network conditions. This complements our Big Bench Audio benchmark measuring intelligence and Conversational Dynamics (Full Duplex Bench subset) benchmark measuring conversational naturalness. Scores are the average of three independent pass@1 trials. We evaluate under realistic audio conditions using the 𝜏²-bench base task split across three domains: ➤ Airline (50 scenarios): e.g., changing a flight, rebooking under policy constraints ➤ Retail (114 scenarios): e.g., disputing a charge, processing a return ➤ Telecom (114 scenarios): e.g., resolving a billing issue, troubleshooting a service problem Task success is determined by deterministic checks against expected actions and final database state, consistent with the 𝜏²-bench evaluator. Key results: xAI's Grok Voice Think Fast 1.0 is the clear leader at 52.1%, averaging 5.6 minutes per conversation, the second-longest overall. OpenAI's GPT-Realtime-2 (High) (39.8%, 3.0 min) and GPT-Realtime-1.5 (38.8%, 4.8 min) follow, with Gemini 3.1 Flash Live Preview - High close behind at 37.7% (3.8 min). Speech to Speech is a fast evolving modality and we expect movement in rankings as we continue to add new models with these capabilities, and model robustness improves. Congratulations @xAI @elonmusk! See below for further detail ⬇️
Grok Voice Think Fast 1.0 ranks #1 on the Artificial Analysis τ-Voice benchmark for real-world agentic customer service resolution Absolutely outperforming GPT-Realtime-2 (High) and Gemini 3.1 Flash by a huge margin That's a massive 12%+ lead over OpenAI's best model that just released a few days ago Grok is running real-time background reasoning without the latency penalty, which is why it is already handling live Starlink phone operations autonomously at scale

由Mira Murati创立的Thinking Machines Lab发布了其首个人工智能模型,旨在突破传统语音AI的问答模式。该模型以200毫秒为数据块,并行处理音频、视频和文本信息,专注于提升实时交互的流畅性与自然度。公司宣称,这一设计在交互质量上超越了OpenAI的GPT Realtime 2和Google的Gemini Live,致力于推动语音助手向更自然、非问答式的对话体验演进,从而重新定义人机交互方式。
让AI代理参与你的会议是一种极具未来感的体验: [引用 @OpenAIDevs]:如果你的团队进行站会汇报时,GPT-Realtime-2自动处理任务工单呢?
What if your team gave standup updates, and GPT-Realtime-2 moved the tickets?
People talk, listen, watch, think, and collaborate at the same time, in real time. We've designed an AI that works with people the same way. We share our approach, early results, and a quick look at our model in action. https://thinkingmachines.ai/blog/interaction-models
Together AI 推出 Voice finder 工具,支持通过文字描述或上传音频样本,从 10 个 TTS 模型的 600+ 语音中搜索并排序推荐。每个语音由 omni-model 生成 15+ 维度元数据,如音高、口音、语言、年龄、情感和说话风格,可在线试听和筛选,入口为 findtherightvoice.com。
如果你的团队在站会中更新进度,而GPT-Realtime-2自动移动任务票呢?

今天我们分享我们在交互模型上的工作。这是一类全新训练的模型,原生支持实时交互,而非将其附加到回合制模型上。 https://youtu.be/A12AVongNN4
哈曼中国发布AI赋能车载K歌平台Sing Drive。该平台原生集成于整车信息娱乐与音响系统,采用低时延AI技术,可对任意来源的音乐进行实时人声消除与分离,打破了对预授权卡拉OK曲库的依赖。其结合车规级麦克风架构与专属数字信号处理,旨在提供稳定、低延迟的高品质车内K歌体验。平台支持灵活配置,可覆盖从基础伴唱到具备同步歌词和AI技术的全功能卡拉OK系统。
Thinking Machines Lab发布interaction models研究预览。该模型从零训练,原生处理音频、视频和文本,采用多流微回合设计实现实时响应,无需外部脚手架。研究预览展示了全新的交互能力,并在智能性与响应性上取得综合SOTA表现。
推荐理由:Thinking Machines 把实时交互训进了模型本身,不再是外挂脚手架,微轮次架构和 benchmark 数据很硬,做语音/视频助手的可以认真看看,虽然还是研究预览,但方向值得盯着。
据彭博社记者马克・古尔曼透露,苹果计划在下一版macOS中进行小幅重新设计,以进一步完善液态玻璃设计语言,并优化Tahoe系统界面的细节。此次更新将微调系统全局透明度和阴影效果,旨在解决用户反馈的应用对比度不足问题。古尔曼指出,macOS 27版本将完整实现设计团队最初的液态玻璃构想。除界面优化外,新系统还将提升稳定性与运行效率,并进行代码精简,以提高设备性能与续航。新版Siri将是重点功能,依托AI平台升级,系统还将获得多项其他优化。
以下介绍如何集成GPT-Realtime-2为CRM工作流添加语音控制功能。

推荐理由:OpenAI 官方手把手教你怎么把 GPT-Realtime-2 的语音能力接进 CRM,想给企业工作流加语音控制的开发者可以直接抄作业。
I just added real-time AI translation into Chormex using GPT-Realtime-2… and this feels absolutely surreal. It works across YouTube videos, live streams, meetings, presentations, basically anywhere audio is playing inside Chrome. You can watch translated speech in real time while simultaneously using Codex on top of the live context. “Summarize this.” “What are the key points?” “Turn this into notes.” “Explain what they mean.” “Organize the discussion.” …all while the video or meeting is still happening. It genuinely feels like browsers are evolving into real-time AI operating systems. We are getting dangerously close to a world where language barriers on the internet completely disappear.
光帆科技宣布将于5月15日发售“光帆全感AI耳机”,该产品被称作行业首款带摄像头的AI耳机。耳机主打“全感知、主动式、个性化”,能通过环境感知主动提供提醒与服务,用户还可为AI选择不同人设,使其成为具有陪伴感的随身助理。硬件方面,单耳重11克,采用开放式耳挂设计,双侧配备200万像素双目摄像头用于实时识别物体与场景。耳机盒集成4G网络,支持脱离手机独立使用。续航上,耳机通话可达9小时,音乐播放15小时,配合充电盒总续航最高为90小时。
StepFun’s new StepAudio 2.5 TTS ranks #3 on the Artificial Analysis Speech Arena Leaderboard, only behind Inworld’s Realtime TTS 1.5 Max and Google’s Gemini 3.1 Flash TTS StepAudio 2.5 TTS represents a significant step forward for StepFun from previous TTS models, with notably increased naturalness of speech samples. The model now edges out Eleven v3 on our current prompt set with an Elo score of 1,187. Key takeaways: ➤ Quality: StepAudio 2.5 TTS has an Elo of 1,187 based on 834 arena appearances, placing it 28 points behind the leading model (Inworld TTS 1.5 Max at 1,215) and 8 points ahead of Eleven v3 at 1,179 ➤ Pricing: Model is priced at $85/1M characters, a premium to leading frontier models, Inworld TTS 1.5 Max at $35/1M and Gemini 3.1 Flash TTS at $36.6/1M ➤ Speed: Model generates characters 37.6 characters per second, compared to 220.5 chars/s for Inworld TTS 1.5 Max and 30.1 chars/s for Gemini 3.1 Flash TTS ➤ Prompting: StepAudio 2.5 TTS offers two paths to control delivery of speech: 1. Global context prompt for overall style, 2. Inline contextual tags for more granular emotion and prosody See more details and listen to samples below ⬇️
阶跃星辰发布新一代实时语音大模型StepAudio 2.5 Realtime,现已全量上线。该模型能感知语调、语速等“副语言”信息以识别用户情绪,动态调整回应以提升对话真实感。开发者可通过API精细定制AI角色的性格、背景等,其能力基于超万个原生人设生成的百万级特征矩阵训练,并针对角色一致性进行了强化。模型在对话能力上强调智商与情商的双重提升,可应对从闲聊到专业面试等多种场景。据2026年4月评测,其主观对话体验与语音问答基准得分均领先于同期竞品。
苹果 CarPlay 在 iOS 26.4 系统更新中接入了马斯克旗下的 Grok AI 模型,用户通过 iPhone 连接车辆即可在车机中控屏进行语音对话。继 ChatGPT 和 Perplexity 之后,Grok 成为 CarPlay 生态的新成员,交互以语音为核心,支持查看最近对话、新建会话,并新增临时静音和切换语音功能,提升驾驶中的使用便利性。

推荐理由:Suno 这个用纯人声做流行歌的功能,把创作门槛砍到零,以后做 demo 比打字还快,玩音乐的一看就会想试。
Introducing GPT-Realtime-2 in the API: our most intelligent voice model yet, bringing GPT-5-class reasoning to voice agents. Voice agents are now real-time collaborators that can listen, reason, and solve complex problems as conversations unfold. Now available in the API alongside streaming models GPT-Realtime-Translate and GPT-Realtime-Whisper — a new set of audio capabilities for the next generation of voice interfaces.
OpenAI 发布三款集成于Realtime API的实时语音模型,旨在解决语音交互中的延迟、打断处理和多语言支持难题。其中,GPT-Realtime-2具备GPT-5级推理能力,可在对话中进行推理、调用工具并处理打断,音频输入输出分别按每百万Token 32美元和64美元计费。GPT-Realtime-Translate支持70种输入语言同步翻译为13种输出语言,每分钟0.034美元。GPT-Realtime-Whisper提供低延迟流式转录,每分钟0.017美元。这些模型为开发复杂语音助手、实时翻译和转录应用提供了底层技术支持。
据报道,iOS 27系统将对Siri进行彻底重构,其底层将基于谷歌Gemini构建,交互模式将从指令式转变为类似ChatGPT的对话模式。新版Siri将与备忘录应用深度整合,用户可通过“把这个加到新备忘录”等语音指令,直接将AI生成的内容自动、完整地保存至备忘录,解决手动复制粘贴导致的流程繁琐和格式错乱问题。此外,Siri还能利用大语言模型能力,高效梳理信息并创建特定主题的备忘录。
推荐理由:官方出了 Realtime-2 的提示工程指南,从调参到工具调用都给了清晰路径,做语音产品的同学值得认真翻一遍,能省几周摸索时间。
Your customer support needs a voice agent built for the real world. Grok Voice Think Fast 1.0 handles complex workflows with speed and accuracy, even in hard-to-hear environments. From multi-step troubleshooting to high-volume tool calls, it keeps up.