Closing the loop
on 

Actuator.

A closed-loop control layer for post-training.

Streams reward and eval signals through live training, adapts pressure when quality drifts, and halts before damage is done. Drops into any framework.

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Marvin.

An autonomous agent for post-training research.

Give Marvin a mission: it reviews literature, generates novel hypotheses, designs and runs experiments, and delivers a full logic trail.

Meet Marvin →

From the team.

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