World Models
World models are artificial intelligence systems trained to simulate physical environments and predict future states based on current actions. Truncated covers research papers, architectural designs, simulation benchmarks and practical applications for robotics and autonomous systems.
Robots gain 'muscle memory' for planning their next moves in milliseconds
techxplore.com — If "to err is human," you could say robots are superhuman. They're more error-prone than we are, even when tasked with things like home and factory chores, which we might consider easy. One reason for these mistakes is that robots struggle to extract relevant details from the past and act on them in real time, even with vision-language models (VLMs), which interpret visual inputs such as videos and images along with natural language.
NTT’s Physics-Based World Model Screens Robot Actions Before Execution
www.unite.ai — On November 11, 2026, NTT, Inc. announced a physics-based world model that evaluates candidate robot actions before execution to reduce failures such as dropped objects and collapsing loads, saying the technology raised...
PAN 2 world model: hardware, licensing and limits
bytefwd.com — PAN 2 offers open weights and training code for action simulation. Examine its hardware needs, licensing scope, benchmarks and practical limitations.
Gemini Robotics 2.5: Accelerating Physical Intelligence
deepmind.google — Introducing Gemini Robotics 2.5, our most capable vision-language-action model enhancing dexterity, reliability, and safety for real-world environments.
Insight about how 'nature makes no leaps' promises better robot predictions
The Register — Leibniz lives!
A single AI model simulates the behavior of many substances, from sliding sand to folding proteins
techxplore.com — Today, a scientist who wants to simulate a physical process must pick the right tool for that one job, such as a solver built for flowing water or another designed to model the way a protein folds. Each one is hand-coded around the specific equations that dictate how that process behaves.
Machine learning researchers build a better world model
The Register — Leibniz lives! Insight about how 'nature makes no leaps' promises better robot predictions
CoRL 2026 Robot Learning Conference Opens Monday: Li's World Models vs Tedrake's Factory Robots
techtimes.com — CoRL 2026, the Conference on Robot Learning, opens Monday in Austin with keynotes that test two bets on how robots learn: Fei-Fei Li’s Atlas world model, presented as AMD’s $8.2 billion World Labs deal awaits approval, and Russ Tedrake’s factory-trained large behavior models. A Thursday workshop
World Models Will Soon Be Inescapable. Here’s What You Need to Know
WIRED — Moving AI from text to 3D space, world models simulate real-world physics to teach robots and autonomous cars how to navigate reality.
Physicl raises $10M to make the digital world real enough for robots
TechCrunch — Physicl is trying to solve the sim-to-real gap with a pipeline originally built to market goods online.
AGIBOT Unveils GO-3 Preview Robot Model: Predicts Outcomes Before Acting, Rankings Self-Reported
Tech Times — AGIBOT GO-3 Preview is an embodied AI model that forecasts what its cameras will see next, then picks matching actions. AGIBOT unveiled it Oct. 29 in Shanghai and says it ranks first on RoboDojo, RoboTwin and RoboColiseum, but the rankings are company-reported, weights are not public, and China’s
Why AI cannot 'think' like humans do
Tech Xplore — Today's artificial intelligence technologies have become remarkably good at generating text and ideas that seem profoundly human. Chatbots powered by large language models such as ChatGPT, Claude, Google Gemini and Perplexity AI can write poems, brainstorm and find solutions to complex problems.
GlobeBench: A Benchmark for Text-Based World Models
patronus.ai — GlobeBench tests whether language models can stand in for an environment by predicting its response to an agent's next action.
Build World Models for Interactive Simulation with NVIDIA Cosmos
NVIDIA Technical Blog — Physical AI developers working with world models face two distinct challenges: adapting models to their sensors, tasks, and data, and getting those models into applications reliably.
200× faster simulation tool could improve space docking safety
Interesting Engineering — Flexcompute has introduced its new Physics Twin for Space Plume Impingement, powered by a Physics World Model.
Baidu's new world model shows value, challenge of physical AI
AI Business — Baidu unveils world model to power its robotaxis.
LiberAI Unveils Liber-0, a World Action Model That Grounds Human Experience in Robot Action
The Robot Report — LiberAI introduces Liber-0, a world action model pretrained on more than 2.2 million hours of human experience to support zero-shot robot manipulation.
42AI comes out of stealth with $62.5M and a world model that can 'predict human behavior'
TechCrunch — Here's a question straight out of sci-fi: What if AI could predict what you were going to do before you decided to, even in a completely new situation?
A Forgotten 1949 Memo, A 1957 Map Of Meaning, And The New Proof That Separately Trained AIs Can Learn The Same World.
brianroemmele.substack.com — A MEMO FROM CARLSBAD
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