Tag
Briefings and ideas about Robotics from AI podcast discussions and the research they cite, with links to the original sources.
Periodic Labs' Liam Fedus says the startup puts AI on lab instruments to capture richer data and automates bottlenecks one at a time. He calls full autonomy a non-goal and says humanoid robots would be a slower path to its aims.
Pete Hegseth launched Project Meridian, a 120-day warfare study co-led by Elon Musk, and plans for an autonomous-warfare command. On Moonshots, Alex Wissner-Gross hailed it; Richard Socher and Salim Ismail raised oversight and procurement concerns.
Keerthana Gopalakrishnan of Google DeepMind said robot training will probably blend teleoperation, sensor-equipped handheld rigs and human video, each trading scale for precision. On world models, she said the jury is still out.
Keerthana Gopalakrishnan, research lead for Gemini Robotics at Google DeepMind, argues that people won't use unsafe robots. She splits robot safety into avoiding accidents, following intent within guardrails and handling sensor failures.
Google DeepMind's Keerthana Gopalakrishnan said humanoid sprint records show locomotion that trains well in simulation. In her view, contact-heavy hand work is the real frontier, where hands have improved but still need reliability and lower cost.
Keerthana Gopalakrishnan of Google DeepMind says robot models are at a GPT-2 stage. In her view, a GPT-3 moment needs few-shot teaching to work across many tasks and one brain to run reliably on a new robot body, a test language models never faced.
Keerthana Gopalakrishnan, who leads Gemini Robotics research at Google DeepMind, explained how a reasoning model open to developers directs an action model limited to testers, and where she says failures arise.
Daniel McKinnon, whose son died of a rare lung disease, built an AI pipeline that rediscovered a deletion a lab had missed and a specialist later found. His four-month-old Gamow Labs now uses AI agents to reanalyse unresolved genomes.
Palmer Luckey argues humanoid robots may suit civilian work, but defense needs specialized machines. He says Anduril would rather use other companies' humanoids, for example to run costly legacy radars.
Anduril won $2.2 million in XPRIZE's wildfire contest, including a $1 million detection bonus, after controlled tests in Alaska. Founder Palmer Luckey says the system must also reject decoys and send equipment that can reach a fire in time.
In one DrivingBench session, OpenAI's GPT-6 Astra drove a real Corolla through a cone course on its second try. Alexander Wissner-Gross said specialist robotics models are unnecessary; Dave Blundin questioned reliability and compute cost.
Figure says its Helix 2.5 robot did chores in 30 unseen homes, with human-video pretraining lifting full-task success to 56% from 9%, though each chore was trained elsewhere. Robinhood CEO Vlad Tenev said he wouldn't want one at home.