Great paper from Amazon AGI on generating RL environments for agents.

(bookmark it)

Also, pay attention to this important new AI engineering skill of creating RL environments. Seeing a huge shift towards this.

The authors propose AutoGym which writes the task, the executable environment and the verifier together, starting from a small domain seed or past model trajectories.

Paper: https://arxiv.org/abs/2609.22592

Chat with Paper: https://academy.dair.ai/papers/autogym-blueprint-first-generation-of-verifiable-agent-gyms-2609.22592