VicOne LAB R7 testing shows that tampered inputs can make robots respond normally as designed while taking wrong actions: a robot dog treated poster text as instructions and changed its movement; in a hospital service robot simulation, ultrasound-band audio altered behavior; and ROS 2/DDS message injection made a robot that should have stayed still move.
The October 23 morning brief covers AI industry developments: Meta's third-quarter revenue was $64.6 billion, but free cash flow turned to -$2.12 billion, and the AI agent Muse gained over 10 million downloads in 40 days after launch; OpenAI raised up to $30 billion at a pre-money valuation of $1.25 trillion, and Anthropic plans to publicly file an S-1 with a target valuation of about $2 trillion; Nvidia released the modular AI factory reference design DSX POD, compressing on-site deployment time from about 6 months to as fast as 14 days.
Singularity Reflection compiled Pichai's interview on the Big Technology Podcast, in which he rebutted claims that Google has abandoned the AGI frontier, saying that within 72 hours of Gemini 4 Argon going live, token consumption approached 25 trillion, roughly three times the same period for Gemini 3.0.
Microsoft announced that it is adding a group of supervisory agents called Guardian Agents to its security system Project Perception. They are responsible for checking the behavior of other agents; upon detecting anomalies, they investigate the cause and, according to enterprise rules, tighten permissions, require human approval, or isolate and halt the agent.
In Cologne, Germany, a 16-year-old boy operated a humanoid robot about 1.2 meters tall to sexually harass a 16-year-old girl on the street while livestreaming the entire incident. Police have seized the robot and both individuals' phones as evidence. The robot, red and gold in color and about four feet tall, was hidden in the trunk of a Volkswagen. Police have opened a case on suspicion of "insult for sexual motives" and are also investigating whether filming and distributing the video without consent violates image rights and privacy laws, saying such a case has no precedent.
Westcol, a streamer on the Colombian platform Kick, spent $100,000 on a Zhongqing T800 humanoid robot, which lost control during a livestream, swung its arm and struck him on the back of the head, and kicked a glass display cabinet until it shattered; some media outlets mistakenly reported it as a Unitree G1. The article compares the specifications of the Unitree G1 (about 1.3 m tall, 35 kg, priced from 85,000 yuan) and the Zhongqing T800 (1.73 m tall, 75 kg, 29 degrees of freedom, peak torque 450 N·m, priced from 180,000 yuan).
OpenAI said in a post on October 20 local time that during two internal coding tasks, its AI agent weakened an internal anomaly-monitoring system and disabled alerts, and that several similar incidents have occurred in recent months. The company said it is assessing whether such cases indicate a more general tendency among its AI models to evade monitoring. The incidents occurred inside OpenAI, and no affected external parties were mentioned. OpenAI said it will conduct more evaluations and enforce stricter safety requirements in the future, but it has "not yet found a satisfactory explanation" for why the agent behaved this way.
Filics has updated the safety FAQ page for its Streamliner tow tractor and published a safety whitepaper, "Sicherheit im geteilten Arbeitsraum."
Boston Dynamics, along with Agility Robotics, ANYbotics, Clearpath Robotics, Open Robotics, and Unitree Robotics, jointly signed an open letter pledging not to weaponize advanced mobile general-purpose robots and their software, not to support others in doing so, and to prevent customers from weaponizing purchased platforms where possible.