RISED is a new training framework that jointly trains a single LLM agent across multiple interactive environments. It introduces prompt‑group selection that considers relationships between rollouts, and handles mixed success/failure groups within batches, improving data efficiency and generalist performance. The method offers a more nuanced curriculum for multi‑environment agent learning.
Opening Kapyn…