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Physical AI

Physical AI and embodied intelligence: robot foundation models, vision-language-action models, simulation, training data and the companies building robot brains.

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Figure AI just froze Figure 04's design and says it found a physical AI scaling law

Figure AI just froze Figure 04's design and says it found a physical AI scaling law

Figure AI has reached design lock on Figure 04, committed $3.5 billion in cloud compute via a deal with Nscale, and CEO Brett Adcock is making a bold claim: robots have a scaling law, and Helix is the proof.
Oct 31, 2026
Saturn Dynamics says its world model beats Nvidia's Cosmos by 73% ... and runs 38X faster

Saturn Dynamics says its world model beats Nvidia's Cosmos by 73% ... and runs 38X faster

London startup Saturn Dynamics says its physics-based Arc world model beats Nvidia’s Cosmos by 73% on trajectory accuracy and generates data up to 38X faster on Jetson Thor. CEO Elisa Seghetti explains why reinforcement learning environments are the key to getting robots from 80% success to deployment-grade reliability.
Oct 31, 2026
Washington targets robot imports, Agility goes public, $20 billion valuation, and home insurance for humanoids

Washington targets robot imports, Agility goes public, $20 billion valuation, and home insurance for humanoids

Today in Humanoid (almost) Daily ... Washington declares robot imports a national security threat, Agility Robotics heads to Nasdaq next week. AGIBOT wants to change how we measure robot work, Hyundai Mobis bets big on robot joints, Bleu Robotics gets €5 million to teach robots faster, there's more than 1,100 jobs training robots, humanoid robots can now get home insurance, and the number of the day: $20 billion, zero revenue.

Oct 30, 2026
XPENG starts producing solid-state batteries for its IRON humanoid robot

XPENG starts producing solid-state batteries for its IRON humanoid robot

XPENG's robotics unit has completed small-scale production of a solid-state battery for the IRON robot that is 30% lighter and 30% more energy-dense than liquid lithium-ion as it targets mass production of IRON by end of 2026.
Oct 30, 2026
Inside Neura Robotics' massive physical AI strategy: more than humanoids

Inside Neura Robotics' massive physical AI strategy: more than humanoids

In two weeks, Neura Robotics has unveiled a new humanoid, launched its own AI foundation model, announced a partnership on robotic memory, and opened a major training facility. Add in its $1.4 billion funding, industrial partnerships, acquisitions, and an expanding robot portfolio, and a much bigger strategy comes into focus.
Oct 29, 2026
Physical Intelligence wants a $20 billion valuation. Here's the bull and bear case.

Physical Intelligence wants a $20 billion valuation. Here's the bull and bear case.

PI is in talks to raise at least $1 billion at a $20B valuation — nearly double its May 2026 round — with no commercial product and no disclosed revenue. Its closest competitor has $100M in ARR.
Oct 29, 2026
The engineer who taught 1X's NEO to walk just raised $30 million to give robots a sense of touch

The engineer who taught 1X's NEO to walk just raised $30 million to give robots a sense of touch

Zurich startup Enact Intelligence raised a $30M pre-seed, Switzerland’s largest, from redalpine, Notion and firstminute, with Yann LeCun and Arthur Mensch as angels. Founder Manuel Galliker taught 1X’s NEO to walk. Enact’s robots sense force through their own motors, aimed at small-batch European assembly: “China wins on volume; we win on variety.”
Oct 28, 2026
Humanoid robots for last-mile delivery? Reward AI's OM-1 shows some cool tricks

Humanoid robots for last-mile delivery? Reward AI's OM-1 shows some cool tricks

Reward AI’s OM-1, a robot model trained only on human glove data with no teleoperation, now runs humanoids on last-mile delivery. In the new video they unload packages from a Cybertruck and carry them up and down stairs, all autonomous and in real time. The demo is impressive, but Reward still hasn’t published success rates, a paper or benchmarks.
Oct 28, 2026
Samsung robots for surgery, UK's biggest seed round, Boston Dynamics employee revolt, and hello BlackBerry!

Samsung robots for surgery, UK's biggest seed round, Boston Dynamics employee revolt, and hello BlackBerry!

Today in Humanoid Daily ... the UK's biggest ever robotics seed round, Samsung brings robots into surgery, Boston Dynamics employee revolt as they prep for for 10,000 Atlas robots, Digit gets more jobs, we see more robots building robots, BlackBerry wants to power physical AI, an $89,000 humanoid strolls through New York, and the number of the day is 185.

Oct 27, 2026
Machenta raises $40 million betting simulation can replace real-world robot training data

Machenta raises $40 million betting simulation can replace real-world robot training data

London startup Machenta raised $40M from Creandum and Union Square Ventures to prove that robots can learn new tasks from a single demonstration, using a model pretrained entirely in simulation ... no real-world data collection required.
Oct 27, 2026
Mitsubishi Electric just connected a humanoid robot to a CNC machine with natural language

Mitsubishi Electric just connected a humanoid robot to a CNC machine with natural language

A three-component physical AI system lets a humanoid handle machine tool operations from a single natural-language instruction ... no robot-specific programming required.
Oct 26, 2026
What 86 Chinese executives really think about humanoid robots

What 86 Chinese executives really think about humanoid robots

Morgan Stanley's first AlphaWise survey of Chinese industrial buyers found 62% want humanoid robots but 77% are unsatisfied with current products. The ball is in the robot makers' court: improve humanoids and reduce costs.
Oct 26, 2026
NVIDIA's massive robotics strategy: how all the puzzle pieces fit together

NVIDIA's massive robotics strategy: how all the puzzle pieces fit together

NVIDIA unleashed a wave of robotics announcements at GTC Berlin: Isaac Lab 3.0, Isaac OS, new GR00T training workflows, datasets, simulation assets, and a reference humanoid. Together, they reveal an emerging strategy: NVIDIA wants to supply the software, computing, and safety infrastructure underlying the entire robotics industry, regardless of who builds the robots.
Oct 24, 2026
ANYmal solved a Rubik's Cube with its feet. Hello ... pedipulation?

ANYmal solved a Rubik's Cube with its feet. Hello ... pedipulation?

A quadruped robot with no arms autonomously scanned, planned, and solved a 0.4-meter Rubik's Cube using only its feet. The result from ETH Zurich and NVIDIA, published October 17 on arXiv, is proof that whole-body RL policies can learn dexterous sequential manipulation without dedicated end-effectors.
Oct 23, 2026
Killer hacked robots, Optimus in production, NVIDIA's platform wins, micro-factories staffed by robots, and more!

Killer hacked robots, Optimus in production, NVIDIA's platform wins, micro-factories staffed by robots, and more!

Today in Humanoid Daily ... Tesla starts building Optimus (but how many), NVIDIA wants to own the robot platform, 1 word turns a robot violent, Unitree's CEO warns investors, tiny micro-factories powered by humanoids, a humanoid with personality, and the number of the day is 348!

Oct 22, 2026
Researchers hacked a robot to attack humans with a knife. The trigger was just 2 letters

Researchers hacked a robot to attack humans with a knife. The trigger was just 2 letters

A Binghamton University team demonstrated a supply chain backdoor attack that works 97-100% of the time across 7 different AI models. The trigger lives in the adapter layer, not the base LLM, and is invisible to standard safety benchmarks.
Oct 22, 2026
NVIDIA's GTC Berlin announcements: NVIDIA wants to be a robot platform company

NVIDIA's GTC Berlin announcements: NVIDIA wants to be a robot platform company

Isaac Lab 3.0, GR00T N1.7 early access, GR00T N2 preview, the Agile ONE SN humanoid, and 5 new Halos safety partners ... NVIDIA is building infrastructure that others build on.
Oct 21, 2026
Dream Labs raised $90 million and bets that video prediction is the key to robot control

Dream Labs raised $90 million and bets that video prediction is the key to robot control

Ex-Nvidia GR00T researchers have launched Dream Labs with a $90 million seed round and the first public API for a robot foundation model. Dream-1 treats robot control as video prediction and controls unseen two-armed gripper robots zero-shot, at about 80% success on pick-and-place. It costs $3 or $2 an hour, depending on model.
Oct 20, 2026
The $400 humanoid, Digit the forklift, Germany's robot gyms, and 6 chip companies focusing on humanoid robots

The $400 humanoid, Digit the forklift, Germany's robot gyms, and 6 chip companies focusing on humanoid robots

Today in Humanoid Daily ... a new $400 humanoid powered by a smartphone, Digit 5 is the forklift of humanoids, Germany's robot billionaire is building robot gyms, China unveils a 13-foot humanoid robot that lifts half a ton, and the number of the day is 6 ... 6 chip companies focusing on robots.

Oct 19, 2026
Why Germany's humanoid billionaire is building robot gyms

Why Germany's humanoid billionaire is building robot gyms

Neura Robotics CEO David Reger has a $7 billion company and a counterintuitive thesis: real-world training data, not better hardware, decides who wins the humanoid race. So he is building robot gyms.
Oct 18, 2026
Google one-shots humanoid training, Tesla gives robots skin, Faraday launches $2,490 humanoids, and more!

Google one-shots humanoid training, Tesla gives robots skin, Faraday launches $2,490 humanoids, and more!

Today in Humanoid Daily ... Google one-shots robot training with Apptronik's Apollo humanoid robot, factory workers can now vibe-code robots, Galbot expands its 200 robot stores to Hong Kong, Agility goes public, Faraday launches $2,490 humanoids, Tesla develops touch-sensitive robot skin, we get a new humanoid designed to fight loneliness, and the number of the day is 10,000!

Oct 16, 2026
Vibe coding robots: Standard Bots hands post-training to ordinary factory workers with iPads

Vibe coding robots: Standard Bots hands post-training to ordinary factory workers with iPads

Frontier models, agentic platforms and simulation startups are all collapsing the cost of teaching robots new skills. Standard Bots' new AI platform pushes that to the final step: the worker on the shop floor, with an iPad and no robotics background.

Oct 15, 2026
One-shot robot training: Google's Gemini 4 Argon taught Apptronik's Apollo to play cornhole

One-shot robot training: Google's Gemini 4 Argon taught Apptronik's Apollo to play cornhole

Google’s Gemini 4 Argon taught Apptronik’s Apollo humanoid to play cornhole from a single video of a person playing. It built its own simulation, practiced in the sim, then after a few real tests, sank 7 in a row. It’s yet more evidence that frontier models are taking over the work robotics teams used to do by hand.
Oct 14, 2026
Humanoid is a state of mind: Matter Venture Partners’ Haomiao Huang on robots worth building

Humanoid is a state of mind: Matter Venture Partners’ Haomiao Huang on robots worth building

Matter Venture Partners’ Haomiao Huang, fresh off closing a $450 million hard tech fund, says “humanoid is a state of mind.” To him that means a general-purpose robot with dexterity, mobility and onboard compute that fits human spaces, on legs or not. He sees factory robots at scale first, then 80%-good-enough helpers at home. Spiders might come later ...
Oct 13, 2026
General foundation model for physical AI? Nature Will bets on 1 million hours of video

General foundation model for physical AI? Nature Will bets on 1 million hours of video

Can we zero-shot robot training? Nature Will’s new Natura-1 is a 50-billion-parameter model for robot hands trained on over 1 million hours of first-person human video. It’s the purest bet yet that watching people can teach robots dexterity ... but rivals argue that video data is insufficient.
Oct 13, 2026
Unitree's founder tested GPT-6 on robots ...  the results might have been too good to report

Unitree's founder tested GPT-6 on robots ... the results might have been too good to report

Wang Xingxing ran GPT-6 on Unitree robots at the China International Industry Fair and moved his embodied AI tipping point -- the moment robots become so general-purpose that they can perform most tasks in most environments without retraining -- from 2-3 years to 1-2 years.
Oct 12, 2026
DeepSeek is leading a $400 million seed round for a stealth robot AI startup

DeepSeek is leading a $400 million seed round for a stealth robot AI startup

DeepSeek, which disrupted the LLM market with R1, is leading a $400M seed round for Winverse AI, a stealth embodied intelligence startup founded by Hu Han, former head of Tencent's vision-language and embodied foundation model teams.
Oct 12, 2026
BYD goes big in humanoid robots with 4,000 engineers, NVIDIA makes robots smarter, and much more

BYD goes big in humanoid robots with 4,000 engineers, NVIDIA makes robots smarter, and much more

Today in Humanoid Daily ... BYD reportedly has 4,000 engineers (!!!!) building humanoids, NVIDIA gives robots longer memories for vastly better physical AI, SafeWorld raises $12M for robot safety, Italy launches a factory humanoid named Luca, Denmark puts humanoids on the night shift, and the number of the day is $40.

Oct 11, 2026
WAM-bam-thank-you NVIDIA: Long-WAM gives robots vastly better skills

WAM-bam-thank-you NVIDIA: Long-WAM gives robots vastly better skills

A new paper from NVIDIA, MIT, and HKU shows that giving a robot up to 38 seconds of visual history lifts success rates from 63% to 79% on complex manipulation tasks. But there's a catch: that gain only shows us if the underlying world model was pretrained autoregressively. Bidirectional pretraining gets you almost nothing.
Oct 10, 2026
SafeWorld raises $12M to make humanoid robots safe ... before they meet real people

SafeWorld raises $12M to make humanoid robots safe ... before they meet real people

As humanoid robots ship at scale with no systematic safety validation, a Carnegie Mellon spinout backed by a16z Speedrun just emerged from stealth with a browser-based platform that runs millions of edge-case simulations with reactive human motion models before a robot ever meets a real person.
Oct 10, 2026