Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion. Actuate 2026: 18–19 August 2026, SAN FRANCISCO IROS 2026: 27 September–1 October 2026, PITTSBURGH Humanoids Summit Seoul: 22–23 September 2026, SEOUL Enjoy today’s videos! Speaking from experience, I can tell you that the best part of any DARPA challenge …

DeepSeek-V4-Pro-0813 正式上线硅基流动 SiliconFlow,提供 Day-0 支持,具备 1M 上下文窗口及低/高/最大三档推理强度,更侧重编码、工具调用与智能体工作流,仍保持 MIT 开源协议。定价为输入 $1.32/M、输出 $3.96/M、缓存命中 $0.44/M。同系列 DeepSeek-V4-Flash-0731 则面向追求速度与成本效益的日常生产场景。 🔗 阅读原文 via AIHOT · https://aihot.virxact.com/items/cmssi38vn03o9rofffr0z8lyb
对标 Claude Cowork:DeepSeek Harness 公测,同步开放插件生态 8 月 13 日消息,DeepSeek-V4-Pro-0813 正式开源,同时还推出了其开源(MIT 协议)的代码智能体框架 Harness 的 v0.1 开发者预览版(基于 Cordis),并同步开放了配套的插件生态系统。相关 GitHub 仓库也已公开。 DeepSeek 正式开源 DeepSeek‑V4‑Pro‑0813 模型,同步推出基于 Cordis、采用 MIT 协议的代码智能体框架 Harness v0.1 开发者预览版,并开放配套插件生态,GitHub 仓库现已公开,开发者可通过 npx 命令或源码两种方式启动 WebUI,该产品定位对标 Claude Cowork 与 OpenAI Codex,面向编程办公 AI 生产力场景。 Harness 贯彻「一切皆插件」的设计理念,依托 Cordis 元框架,模型、工具、UI、沙箱等全部 Agent 能力都以插件形式存在,无需修改源码就可以自由替换扩展。框架提供 dsh 命令行工具,拥有标准、PTC 程序化工具调用、极简、创造四种运行模…
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The restrictions could accelerate supply chain diversification, but analysts say the impact on the still-emerging humanoid market will be limited in the near term.

OpenAI sent Governor Greg Abbott a letter outlining its commitment to responsible AI infrastructure in Texas. The letter supports reliable, transparent growth that benefits Texans.
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Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion. Actuate 2026: 18–19 August 2026, SAN FRANCISCO IROS 2026: 27 September–1 October 2026, PITTSBURGH Humanoids Summit Seoul: 22–23 September 2026, SEOUL Enjoy today’s videos! The DARPA Lift Challenge is taking place through this weekend. There are a couple o…

A new system developed at MIT uses three agents to piece together the objects, walls, and overall look of a 3D scene. Its realistic recreations of indoor spaces help robots practice skills and try out different ways of doing tasks before they’re powered on. Image: Tim Malieckal/MIT CSAIL using assets from the researchers. By Alex […]
Qwen3.8-Max tops our VLM object detection benchmark and performs strongly on counting and reasoning. We test its strengths, limits, speed, cost, and deployment.
ChatGPT introduces improved GPT-5.6 Sol with better accuracy and consistency, plus expanded access for free users and unlimited everyday chats with GPT-5.6 Luna.
Today’s U.S. electrical grid, among the largest, most complex systems ever built, is operating at its limit. The combination of rapid industrial growth, more frequent extreme weather, and a record surge in electricity use has pushed the grid to its breaking point, according to the U.S. Department of Energy. Built decades ago for a more predictable world in which power came mostly from centralized coal or gas plants and electricity use grew at a steady pace, the grid faces unanticipated strain du…

This May, 37 researchers from roughly two dozen top universities and tech companies published a paper on ArXiv, arguing that scientists should stop writing papers. Why? Because artificial intelligence needs a different format, and AI’s needs, they say, should be the priority. “AI agents are becoming first-class participants in research workflows, not tools that assist humans but autonomous contributors that read, reproduce, and extend scientific work. That transition demands infrastructure built…

Insider Brief PRESS RELEASE — World Foundation announced it raised an initial $52.5 million in new funding via a 1-year locked token sale to strategic investors. Pantera Capital led the first close which also included Bain Capital Crypto, Eightco Holdings (NASDAQ: ORBS), Selini Capital, Susquehanna Crypto, and additional investors. Demonstrating investors’ long-term commitment to World’scontinued growth and utility, all […]

SpaceX has said it will remove unpermitted gas turbines powering xAI’s Colossus data centers near Memphis as it transitions to a permanent 1.2 gigawatt natural gas power plant, with full removal not expected until July 2027. The company is currently operating 69 gas turbines to run the facilities, some of which have been in use […]

Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion. Actuate 2026: 18–19 August 2026, SAN FRANCISCO IROS 2026: 27 September–1 October 2026, PITTSBURGH Humanoids Summit Seoul: 22–23 September 2026, SEOUL Enjoy today’s videos! Introducing Gemini Robotics 2—the intelligence layer powering the next generation o…

By Emmet Cole With the explosion of robotics research, staying current in fields like Learning from Demonstration (LfD) is a monumental challenge. Is AI the solution to the “paper deluge,” or is it part of the problem? Read the article preview below to learn more! Download the full paper: Surviving the Paper Deluge. Authors: Aude […]
Unlike autonomous driving or industrial robotics, healthcare robotics can’t rely on internet-scale data collection or unlimited real-world experimentation.... Unlike autonomous driving or industrial robotics, healthcare robotics can’t rely on internet-scale data collection or unlimited real-world experimentation. Every demonstration requires specialized equipment, clinical expertise, and access to patients or laboratory environments. This creates three fundamental challenges for developers. Firs…

An overview of how mode-agile threats challenge static library radar/EW systems, and how AI/ML cognitive architectures enable adaptive, real-time countermeasures. What Attendees will Learn Why mode-agile threats render static library systems ineffective — Explore how wartime reserve modes and mode-agile emitters deploy unexpected frequencies, modulation techniques, and hopping schemes that cannot be matched against traditional threat databases, leaving legacy electronic protect, attack, and supp…

Modern chip design is increasingly limited by engineering time. Register transfer level (RTL) development and verification require specialized hardware... Modern chip design is increasingly limited by engineering time. Register transfer level (RTL) development and verification require specialized hardware knowledge, precise reasoning, and repeated interaction with electronic design automation (EDA) tools. LLMs have accelerated code generation, and AI agents extend their impact by using verificat…

Atop a lab bench, Cornell Tech postdoctoral researcher Yifan He positions the lens of an optical receiver almost a meter away from an LED emitting a beam of red light. The computer monitor attached to the receiver takes a beat to refresh, then displays an array of squares that resemble a QR code. When you hold your phone camera up to a QR code, light strikes the image sensor as only a first step to revealing the data hidden behind the black-and-white matrix. The receiver here is doing something …

Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion. Summer School on Multi-Robot Systems: 29 July–4 August 2026, PRAGUE Actuate 2026: 18–19 August 2026, SAN FRANCISCO IROS 2026: 27 September–1 October 2026, PITTSBURGH Humanoids Summit Seoul: 22–23 September 2026, SEOUL Enjoy today’s videos! In just six mon…
利兹大学与 UCSD 团队凭 1.8 毫米可磁导向、无内压生长并实时感知自身形状的软体机器人获 RoboSoft 最佳论文奖,面向微创医疗场景,可减少器械与组织的摩擦。AI summary
Google commits $40M in AI tokens and credits for the Genesis Mission
Frontier model pre-training has converged on mixture of experts (MoE), which is fundamentally changing what limits large-scale AI training. As compute per token... Frontier model pre-training has converged on mixture of experts (MoE), which is fundamentally changing what limits large-scale AI training. As compute per token falls, communication increasingly determines how efficiently models scale across thousands of GPUs. NVIDIA GB300 NVL72 set a world record for pre-training DeepSeek-V3 671B at …
Imagine you want to teach a robot to push an object on a table. The standard recipe in robot learning is to collect hundreds of expert demonstrations on a real robot, train an imitation learning policy on that data, and then evaluate the policy by running it many times on the same real robot. Both […]
Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion. Summer School on Multi-Robot Systems: 29 July–4 August 2026, PRAGUE Actuate 2026: 18–19 August 2026, SAN FRANCISCO IROS 2026: 27 September–1 October 2026, PITTSBURGH Humanoids Summit Seoul: 22–23 September 2026, SEOUL Enjoy today’s videos! In this work, w…
There are many words that I would never, ever use to describe a drone. Stealthy. Subtle. Whatever the opposite of obnoxious is. Much of this is because of the giant angry bee sound that drones tend to make, but it’s also the way that they look in flight: With uncannily linear movements and an even less canny ability to hover perfectly still, they tend to draw the eye as affronts to nature. In a paper presented this week at Robotics Science and Systems 2026 in Sydney, roboticists from Northwester…
Developers building video analytics applications across large spaces must track the same object as it moves between camera views. Single-camera 2D tracking... Developers building video analytics applications across large spaces must track the same object as it moves between camera views. Single-camera 2D tracking lacks reliable depth information and typically loses track of the object when it leaves the frame, limiting applications such as warehouse safety, retail analytics, and smart-building m…