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Vision Language Action (VLA)

A vision-language-action (VLA) model is an artificial intelligence system that combines visual perception, natural-language understanding, and motor control to enable robots or agents to see, interpret, and physically interact with their environment. By integrating these three domains, a VLA model allows a robot to understand spoken or written instructions, identify relevant objects, plan a sequence of actions, and execute them autonomously.

The Startup Trading Free Cleaning for In-Home Video Data

May 29, 2026 by Mike Kalil
Shift

Shift, the new startup that’s offering to clean NYC apartments for free in exchange for in-home video data to train robots, is based in Germany, where it would face much tougher legal barriers.

Huawei-Backed Robot Maid Enters Wuhan Apartments for Free Testing

May 24, 2026 by Mike Kalil
GigaAI's SeeLight S1 humanoid robot for households

The Huawei-backed startup GigaAI just launched its AI-powered robot maid, the SeeLight S1.

China’s Most-Funded Humanoid Startup Is Making Robot Stores Real

May 19, 2026 by Mike Kalil
Galbot's G1 humanoid robot at the 2026 Spring Festival Gala

Beijing’s Galbot just reached a new level of global visibility thanks to a viral visit to one of its futuristic storefronts during Trump’s summit with President Xi.

As Global Rivals Surge, Massachusetts Fights to Regain Its Edge in Physical AI

May 8, 2026May 4, 2026 by Mike Kalil
Tutor Intelligence just opened this facility it calls the largest robot data factory in the US

Several Massachusetts startups are generating global buzz as the state aims to reclaim its position as a leader in physical AI.

What Is So Special About Generalist AI’s GEN-1?

April 7, 2026 by Mike Kalil
Generalist AI Gen-1 Model

Generalist AI has been publishing research since January 2026, but their latest release has generated a lot of buzz with their GEN-1 model.

Figure AI Gets Elon Musk’s Attention with Living Room Tidying Demo

March 10, 2026 by Mike Kalil
Figure 03 humanoid robot tidies living room

One of Tesla’s biggest rivals in the humanoid race just got the attention of Elon Musk with its latest demo.

Xiaomi’s Factory Humanoid Robot Hits Production Speed in EV Assembly Trial

March 5, 2026March 2, 2026 by Mike Kalil
Xiaomi's industrial humanoid robot at EV factory

Xiaomi says it’s moved its humanoid robot into its already highly automated EV assembly line to take on the remaining tasks that still require human workers.

Figure AI Makes Huge Claims About Helix 02 Robot Brain

January 28, 2026 by Mike Kalil
Illustration: Figure 03 powered by Helix 02 vision language action model (VLA)

Figure AI says its flagship humanoid is more autonomous than ever thanks to its newly upgraded robot brain.

Beijing Open-Sources First AI Robot Brain That Passes China’s Autonomy Standards

December 27, 2025December 22, 2025 by Mike Kalil
X-Humanoid Tien Kung humanoid robot

China just open-sourced a robot brain the government says can safely think, move, and work on its own.

LimX Launches $6,800 TRON 2 to Accelerate Humanoid Data Collection

April 5, 2026December 18, 2025 by Mike Kalil
Illustration of LimX Dynamics' Tron 2 humanoid robot's strength

The rising Shenzhen startup LimX Dynamics says its new robot, the TRON 2, is designed to collect the kind of data that’s considered most valuable for training humanoids to take over human jobs.

New Physical Intelligence Study Intensifies Race for Raw Video for Robot Brains

December 17, 2025 by Mike Kalil
Physical Intelligence human-to-robot studdy

The latest paper from the $5.6B embodied AI startup Physical Intelligence is likely to intensify the growing race to collect raw video data to train next-generation robots to take over human jobs.

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