Tagged: world models
5 posts on this topic.
Robots vs. cameras: when should you use each?
Cameras already see everything most sites need. A robot only earns its cost when cameras can't see the information, or can't be installed at all.
A proactive model is really a world model
Once a system can act on what it predicts — not just warn — it stops being a VLM and becomes a world model with a policy on top.
What does a proactive VLM actually look like?
Real proactivity isn't answering better — it's predicting multiple futures, judging which matter, and deciding on its own whether to speak.
Where do continuous latent dynamics actually pay off?
An honest look at where continuous latent dynamics genuinely beat discrete-step world models — and where they don't.
World models are great: JEPA meets Neural ODE
Predictive world models and continuous-time dynamics aren't competitors — JEPA learns what matters, Neural ODEs learn how it evolves.