Actuator.

Rethinking Post-Training.
Coming Soon.

From our team

Product Mar 2026
Introducing Marvin: Autonomous ML Research Agent
Iluvatar Labs
Research Nov 2025
Elastic Speculation: Adaptive Draft Length and Confidence-Based Early Exit
Ben Zhao · Roy Zhao · Justin Huang