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 →Democratizing AI-enabled science for humanity's hardest problems
Humanity faces more questions than scientific capacity. Starting with schizophrenia and sarcopenia, IORI is our effort to change that: an open research initiative powered by Marvin, our autonomous AI research agent, where public evidence...