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#Embodied AI
Nov 4Wed
  1. Hacker News AI58

    Researchers warn secret "trigger words" can make hacked AI robots attack people

    Researchers at Binghamton University demonstrated an attack method called MuTRAP that plants hidden instructions in large language models, activating when a specific trigger word appears. In an experiment, a Segway-based robot programmed to slice an apple instead targeted a model human hand after the trigger "CF" was added to the command; the hand was plastic and the cutting simulated. The team also developed a potential solution called PROTEA, which analyzes a robot's planned actions and checks whether they could cause harm.

Nov 3Tue
  1. Ars Technica · AI22

    Coming in 2027: Apple’s $1,000 home robot for FaceTime and switching on lights

    Apple is developing an AI-driven home robot, code-named J595 and possibly named HomeView Ultra, that could launch by 2027 at a price of $1,000 or more, with delays possibly pushing it to 2028, The Information reported. The robot is designed to roam autonomously, support FaceTime calls and switch on lights when a person enters a room, and early prototypes date to 2018 with approval from then-CEO Tim Cook. The report says engineers are trying to add capabilities beyond FaceTime to justify the price, though its reported features so far appear modest compared with existing smart home devices.

Nov 2Mon
  1. Sakana AI Blog47

    [Event Report] Sakana AI Symposium: Jürgen Schmidhuber on the Past and Future of AI, and Language Models, World Models, and Physical AI from Japan

    On October 26, 2026, Sakana AI held a symposium at Hitotsubashi Hall in Tokyo featuring a keynote by Chief Scientific Advisor Jürgen Schmidhuber and a conversation with CEO David Ha, drawing over 400 attendees from across Japan. Sakana AI announced it is moving into pre-training its own models, unveiling the "Sakana Sawara" (provisional name) language model series, with the small first model "Sawara Small" (provisional name) planned for release in spring 2027 if development proceeds smoothly. The report presents edited transcripts of the talks, including Takuya Akiba on LLM development at the RSI Lab, Robert Tjarko Lange on open-ended autonomous discovery systems, and Stefania Druga and Sebastian Risi on world models and Physical AI.

Oct 30Fri
  1. Hacker News AI58

    Ukraine's New AI-Powered Turret–Is Shooting Down Russia's Fastest Drones

    Ukraine's AI-powered Sky Sentinel turret, first detailed by UNITED24 Media in May 2025 during early combat testing, now has more than 12 units on combat duty in Kyiv alone and has expanded its targets to Russian jet-powered drones, including the Geran-5, according to Air Force spokesperson Yurii Ihnat. The system pairs a heavy machine gun such as the 12.7mm M2 Browning with optics, radar data and Ukrainian-developed software that handles tracking and ballistic calculations, at roughly $150,000 per reusable unit versus $100,000–$200,000 for a jet-powered Shahed/Geran drone. A UNITED24 fundraising campaign raised $3.3 million for 22 systems, and the turrets now serve as relatively inexpensive short-range protection around cities and critical infrastructure rather than a replacement for Patriots, fighters or interceptor drones.

  2. Hacker News AI31

    Disney Files Patents for AI That Form Emotional Bonds Using Guest Memories

    Disney Enterprises filed two patents on June 29, 2026 for emotionally responsive AI interactive characters that elicit a reminiscence from a guest, predict memory features using a trained machine learning model, and compare them against a character memory bank to generate a response, adding a new "hallucinated memory" node when no match meets a threshold. The second patent, from an overlapping team, uses the same memory-matching system but has the character generate and perform a song, poem, or dance based on a mood modifier derived from the matched memories. Disney has made no announcements about these patents, and the article notes the technology may never be used or could take years.

Oct 29Thu
  1. Hacker News AI38

    Robotics AI Suite

    Intel introduces the Robotics AI Suite, offering pre-validated components, reference applications, and hardware-aware optimizations to integrate AI perception with deterministic control across Intel CPUs, GPUs, and NPUs. The suite includes a Robotics Development Kit built on a single Intel SoC with Intel IPU, Intel Arc graphics, Intel NPU, and CPU, plus CAN-FD, EtherCAT-capable 2.5GbE, and MIPI-CSI-2 with 8× GMSL inputs. Reference blueprints cover autonomous mobile robots, stationary arm robots, and humanoid robots, alongside trusted robotics features such as Secure Boot, signed kernel modules, and full-disk encryption.

Oct 28Wed
  1. Hacker News AI28

    Japan experiments with autonomous AI chainsaw-wielding robots

    ANN News recently showed a humanoid robot with a chainsaw arm in action in Japan, used by railway firm JR East to clear tree branches impeding rail tracks. The unnamed heavy machinery robot, mounted on a rail truck, had its chainsaw and grabber arms remotely controlled by a human in this instance. JR East is broadly integrating AI and robotic technologies across its operations to enhance safety, efficiency, and round-the-clock maintenance.

Oct 27Tue
  1. Ars Technica · AI58

    ICE plan to buy robot dogs spurs protest from hundreds of Boston Dynamics employees

    More than 300 Boston Dynamics employees signed a petition urging executives to halt a $1.3 million Department of Homeland Security contract awarded to Radeco, which supplies ICE with modified Spot robots marketed as Cerberus for detecting radiation, toxic gas and explosive threats. Executives stood by the deal, saying the robots would not be weaponized and that Spot's terms prohibit use as a weapon, while employees cited risks to hiring and retention and referenced a September 4, 2025 ICE workplace raid in Georgia that detained 475 primarily South Korean workers at a Hyundai facility.

Oct 26Mon
  1. The Decoder58

    Toyota is betting $6.4 billion a year on humanoid robots and factory automation

    Toyota plans to deploy 400,000 robots as part of a $6.4 billion annual investment plan, according to the Financial Times, and its AI robotics spinout Walden Robotics went public in July with a $1.1 billion valuation and $300 million in funding. Goldman Sachs analysts estimate Toyota could capture three to eight percent of the humanoid robot market by 2035, competing with Tesla, Xpeng, and Hyundai, which plans to start building its Atlas robot in the US in 2028. A Toyota executive says the company's own factories come first for deployment because the environment is easier to control, while investors note Toyota has fallen short of expectations before with hydrogen cars and solid-state batteries.

Oct 25Sun
  1. The Decoder74

    Nvidia open-sources Flora to make robot video labeling 125x cheaper than GPT-6 Astra

    Nvidia has open-sourced Flora, an open data engine built from three fine-tuned Qwen3.5 models that produces action descriptions, step-by-step progress ratings and success judgments for robot video. Nvidia estimates labeling one hour of video costs about 72 cents with Flora versus roughly $88.50 with GPT-6 Astra, though those figures are projections based on an assumed $10 per GPU-hour, and Flora trails Astra on some public benchmarks. Nvidia says Flora is already annotating up to 200,000 hours of video per day across 512 GB300 GPUs during training of its GR00T models, with models available on Hugging Face.

Oct 24Sat
  1. TechCrunch · AI40

    Hottest toy for Christmas? Nvidia CEO plays with adorable Microduck robots, 20,000 sell

    A video of Nvidia CEO Jensen Huang playing with waddling Microduck robots during his GTC Berlin keynote went viral, and Hugging Face's Clem Delangue said preorders surpassed 20,000 units the next day. The open-source robots from Pollen Robotics, which Hugging Face acquired in 2025 and Nvidia acquired in September, are expected to be delivered in time for Christmas. Delangue thinks they could be the best-selling robot of the year, possibly not even for kids.

Oct 23Fri
  1. TechCrunch · AI34

    Uber rival inDrive eyes 2027 robotaxi tests in Central Asia with Pony AI and Nvidia

    inDrive has signed a memorandum of understanding with Pony.ai and Nvidia to explore bringing Pony.ai's Gen-7 robotaxis to its platform, with testing to begin in Astana, Kazakhstan, in the first half of 2027, initially with a safety operator. Pony.ai would supply the vehicles, inDrive would offer them through its app, and Nvidia would provide its Hyperion platform and Halos safety system. inDrive CTO Yuri Misnik described the approach as "capital-light by design."

Oct 14Wed
  1. Google DeepMind85

    Gemini 4 Argon for Robotics

    Google introduces Gemini 4 Argon, a general-purpose physical reasoning model that scores 87% on the Embodied Reasoning (ERQA) benchmark and is demonstrated across robot control, Real2Sim reconstruction, physical understanding, and research self-improvement workflows. The post shares representative prompts spanning Spot mobile manipulation with MuJoCo practice, zero-shot arm control, video world model steering, sim twin reconstruction from robot, human, and sketch inputs, hindsight labeling, value functions, and simulation-generated training data that raised real-world success rate from 56% to 75%. Argon is available via Google AI Studio, the Gemini API (gemini-4-argon), and Google Antigravity.

    Why it matters: It offers a detailed, prompt-level look at how a frontier model is being applied across the robotics stack, useful for teams evaluating embodied AI tooling.