Andy Wang

Asymmetric feedback structures can dramatically enhance performance in multiplayer bandit settings, challenging conventional wisdom about click models.

Users can now steer vision-language-action models in real-time with minimal input, drastically improving task performance without complex retraining.

EpochX tackles the challenge of scaling AI agent collaboration by creating a marketplace where verifiable work leaves behind reusable artifacts, incentivizing durable human-agent partnerships.