Vmax — Reinforcement Learning

Author: Vmax AI
Date: 2026-04-22

Summary

Vmax is automating reinforcement learning by transforming proprietary data and evals into new sets of environments. They refine agents on new examples of tasks they are intended to perform, removing as much human element from the loop as possible.

Key Claims

• Automated environment design is a key bottleneck in RL
• Removing human-in-the-loop from RL environment creation enables scaling
• Developing new approaches to automated environment design for real applications

Concepts

• RL Infrastructure
• Autonomous Research

See Also

• tweet-openreward-rl-environments — RL environment design
• making-rl-fast — OLMo 3 RL speedups