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.
Learn more about Actuator →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 →AI is scaling research output but risks creating an unsustainable wave of slop. Marvin is the industry-leading scientific agent that combats this quality gap by pairing frontier models with expert-built workflows, provenance, and persist...