Tagged: proactive models
3 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.