Province V · Agents in the World · 5 territories
The Frontier
Robots, language models, reasoning and digital agents that use world models to act.
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T-16 · New
World Models for Robots I: Simulation, Control & Sim-to-Real
The Training Yard
Practise in a pretend world full of variation, so the real world is just one more variation.
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T-17 · New
World Models for Robots II: Vision-Language-Action & World-Action Models
The Embassy
Give a robot a model that already understands pictures and words, then teach it to answer in movements.
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T-18 · New
LLMs as World Models: Simulation, State Tracking & Grounding
The Scriptorium
A language model predicting the next word may be quietly tracking the world the words describe – sometimes.
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T-19 · New
Reasoning Models: Deliberation, Recurrence & Test-Time Compute
The Observatory Tower
Thinking longer before answering is a way of running the world forward in your head and checking it.
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T-20 · New
World Models for Digital Agents
The Switchboard
Before an agent clicks "submit", it should be able to say what the screen will look like afterwards.