Encyclopedia Autonomica

Encyclopedia Autonomica

The Ultimate Guide to Visual Language Action Models (VLAM)

Can AI truly understand the physical world? Physical Reasoning from Video.

Jan Daniel Semrau (MFin, CAIO)'s avatar
Jan Daniel Semrau (MFin, CAIO)
Sep 08, 2025
∙ Paid

For the last quarter of a century, we have developed AI solutions for low-risk environments like recommendation engines, content moderation, or ad-targeting. These systems perform well in constrained digital environments, where errors remain contained and carry minimal cost. Deploying in the physical world is substantially more complex, as mistakes prop…

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