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ery model, every form factor, and every task. Today, we’re announcing our biggest update to Copilot to date, bringing four things together: · Autopilot: proactive and long-running agent built for the enterprise · Code: build apps with Copilot, hosted inside your company’s tenant · Home: Chat + Cowork together · Office: now fully embedded in Copilot (and Copilot embedded in Office, of course!) Plus, you can invoke Copilot in Teams, and we’re introducing Today, a proactive experience that surfaces

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hain device called Charm on the way and Meta’s AI glasses next in line, Muse is the new star of the company’s hardware lineup, and Mark Zuckerberg suddenly has one of the first AI agents worth wearing. In today’s AI rundown: Meta’s Connect turns into a Muse takeover Rowan’s Corner: The Rundown team gets together IRL Google’s AI chips are headed to space LATEST DEVELOPMENTS Image source: Meta The Rundown: Meta just introduced a flurry of new AI upgrades for its viral Muse agent at its Connect 202

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Copilot “super app” last month , Microsoft is officially unveiling it today. The redesigned Copilot app bundles three AI capabilities into a single interface of chat, coding, and agents. As part of the launch, Microsoft is also rebranding Scout, the AI personal assistant it unveiled at Build earlier this year, as Autopilot. This new Copilot app will have three tabs for Home, Code, and Autopilot, with Home combining Copilot Chat and Cowork together. It’s the default landing experience for Copilo

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库、工具链和通信库等领域的开放范围。 发动机性能再强，最终能发挥多少，还取决于软件能否让模型顺利迁移、运行和优化。 现在，这套配套软件正进一步向开发者开放。 据悉，真武AI芯片已服务20多个行业的650多家客户，蚂蚁、小红书、小鹏汽车等头部企业已经开始使用 T-Head SAIL 。 其中，小红书还基于T-Head SAIL开源代码，开发了模型迁移与算子优化Agent，用来加速生成式推荐模型在真武上的部署。 可以说，平头哥提供基础软件能力，客户则把自己的业务经验写进工具，继续做迁移和优化，芯片背后的生态软实力，也在这样的参与中逐渐积累。 而以阿里为代表的大厂造芯，也正在从交付芯片，走向更广泛的开放共建阶段。 简单说来， T-Head SAIL 可以理解为阿里平头哥围绕真武AI芯片打造的一套类“CUDA”软件栈。 它连接PyTorch等上层AI框架和底层真武硬件，负责模型迁移、编译执行、计算加速和开发调试。 今年7月WAIC上，平头哥宣布启动 T-Head SAIL开源 ，并向开发者提供SDK、驱动、性能分析与调试工具，以及相关技术文档的下载。 两个多月后的云栖大会，团队公布了进一步的开

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Takeaways Yesterday at Connect 2026, we announced we’re bringing Muse to our AI glasses so you can connect with your agent hands-free throughout your day — plus new features and connectors that make your Muse even better; We introduced Meta VR Glasses: all the magic of VR immersion in a breakthrough pair of glasses you can comfortably wear for hours; We also unveiled our new lineup of AI glasses, including audio glasses, and by the end of this year, we’ll have more than 100 styles of AI glasses

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LangChain's applied research team trains the models behind LangSmith Engine on Baseten Loops . They fine-tune an open model on agent traces from LangSmith, and we wrote about that work earlier this month. That workflow is now open to anyone building on LangSmith. LangChain announced LangSmith Fine-Tuning today at their Interrupt 26 Conference in New York. It runs on smithtune, an open-source CLI you can use yourself or hand to a coding agent. The CLI reads your LangSmith traces and turns the suc

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open-source CLI, smithtune, trains on Baseten Loops. LangChain's applied research team trains the models behind LangSmith Engine on Baseten Loops. They fine-tune an open model on agent traces from LangSmith, and we wrote about that work earlier this month. That workflow is now open to anyone building on LangSmith. LangChain announced LangSmith Fine-Tuning today at their Interrupt 26 Conference in New York. It runs on smithtune, an open-source CLI you can use yourself or hand to a coding agent.

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This research preview of Agora-2 enables up to 4 humans to join together to battle 16 agents, in an environment all simulated in real time by the world model. There's no game engine under the hood. https://t.co/PLpeZOdBqH

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can replicate your voice or design a completely custom one from a prompt 1. Record 20s of you talking + the consent sentence 2. Create your Voice via API call 3. Use it in any request, style goes in speech metadata Past this into your agent "Read https://t.co/8DjBBAfAhv and walk me through creating my own voice for Gemini 3.8 TTS. Check my setup first (GEMINI API KEY, ffmpeg, gemini-skills), help me record the two clips, create the voice, and generate a test line I can listen to." or read below.

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Key Takeaways Red team your agents: Engine proactively finds issues in your agent before they emerge in production; Detect more issue types: Engine detects inefficient agent paths and trends in error rate, latency, and cost; Automatically test proposed fixes: Engine now tests and validates prompt and code fixes before showing them to you We built LangSmith Engine to make fixing agents faster, so developers can spend more time building new capabilities and less time fighting bugs. Engine is an in

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Key Takeaways Use the LangSmith Fine-Tuning CLI and skill - smithtune - to leverage agent trajectories stored in LangSmith to a fine-tuned model in one end-to-end workflow; In addition to driving training, the smithtune CLI handles evaluating the fine-tuned model and uploads eval results to LangSmith for easy analysis; We partnered with Fireworks & Baseten to create a seamless link between LangSmith trajectories and creation of a dataset for fine-tuning both the platforms Today we're launching L

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detailed research” detroitbench - “run the three new models and add them to the results” Every says it’s pulling their Codex converts back to Claude and I feel the same. My go-to agent has changed to Claude Code with this release. GPT-6 Luna and Sol from OpenAI . There’s no Terra this time. Don’t think anyone was even using it. Both GPT-6 Luna and GPT-6-Sol are only available in Codex and ChatGPT Work (not regular chat) for now. Key part: both of them are 50% cheaper than their previous version

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chers with the tools, CVM binaries, and documentation needed to audit our implementation, test our attestation chains, and hold our platform accountable. Private Processing for an Agentic Future To date, Private Processing has focused on discrete tasks, like summarizing a message. But the future of AI is agentic and multimodal. In the future, your glasses will have the capacity to take actions on your behalf across different sessions, in a range of real-world contexts. As we work towards launchi

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Facebook; Twitter; LinkedIn; Mail Most enterprise capability sits behind REST APIs that agents cannot see. To make one callable by an agent today, teams typically stand up and operate a separate MCP server that re-implements the routing, authentication, and quota logic their gateway already handles. The Model Context Protocol (MCP) has become the standard way for agents to discover and invoke tools, and frameworks like the Agent Development Kit (ADK) and Gemini Enterprise speak it natively. Goog

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With AI agents like Meta’s Muse and Instinct now able to make calls on users’ behalf, Google is now letting Gemini call businesses with a new feature called “Call for Me.” The feature will initially roll out to Pixel 11 owners who pay for a Gemini subscription in the U.S. It will also require the use of the beta version of Google’s Phone app for Android, as it’s still supposed to be an experiment. While Google has long offered calling features guided by AI, prior versions were limited in what th

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n over 500 concurrent hour-long diarization streams (190 with transcription added). The same per-speaker activity can be used to inform VAD, endpointing, and turn-taking for voice agents. Speaker diarization segments an audio stream by when each distinct speaker is talking, outputs timings for each distinct voice, and assigns every span a consistent speaker label. In conjunction with transcription, diarization can attribute transcribed words to who said them in a conversation. The NVIDIA Nemotro

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n over 500 concurrent hour-long diarization streams (190 with transcription added). The same per-speaker activity can be used to inform VAD, endpointing, and turn-taking for voice agents. An end-to-end streaming architecture Speaker diarization segments an audio stream by when each distinct speaker is talking, outputs timings for each distinct voice, and assigns every span a consistent speaker label. In conjunction with transcription, diarization can attribute transcribed words to who said them

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y scene come alive with ultra-vivid color, sharp contrast, and lifelike detail, and Dolby Atmos spatial audio is integrated directly into the frames. We’ve integrated your Meta AI agent directly into the operating system. You can just talk to Meta VR Glasses or use your eyes and natural hand gestures to do things like play a movie, open an app, adjust your workspace, or search for whatever you’re looking for. No controllers needed. Meta VR Glasses are powered by Qualcomm’s new Snapdragon Reality

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Takeaways Today at Connect, we announced we’re bringing Muse, a personal AI agent, to our AI glasses to help you stay on top of things, take tasks off your plate, and turn long-term goals into action plans, all hands free; We also introduced Ray-Ban Meta Audio, our first-ever audio glasses, and our biggest expansion of AI glasses; Our expanded glasses lineup includes an all new Meta Glasses collection designed with international icon, LISA; improved battery life and controls for Ray-Ban Meta (Ge

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In agentic RL, the sandbox is the foundation of a training system. It creates the state that the agent acts on, enforces isolation boundaries and produces trajectories that feed directly into the reward signal. However, model training requires running thousands of concurrent sandboxes, which leads to complex configuration and can be very costly. Prime Sandboxes were built to solve this, responding to the needs of research teams like ours as we were unable to find adequate options on the market.

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