Notes from theSituated World Models

Notes from MachineFi Labs on Situated World Models, Trio-Spark v1.0, and the research behind intelligence built for specific environments.

Product update

Trio-Spark v1.1: See the scene. Choose the next move.

Bring text, one image, or a short sampled window to the same decision API—and choose from the actions your application allows.

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Now live

Introducing Trio-Spark v1.0: A one-pass decision API for GUI agents

A structured state and 2–8 allowed actions in; one selected action and the full probability distribution out.

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Status update

Trio: A World Model for Physical Operations

A status update from MachineFi Labs on Trio — what we've built, what's running now, and how to get your cameras on it.

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