Agent training and evaluation target long-horizon interaction

Multi-turn RL reports gains in recovery and long-horizon resilience, while streaming-video RL such as TurnWise assigns credit at each decision. A report on roughly 150 asynchronous RL runs suggests score-centering effectiveness depends on trainer–sampler alignment; Genie 4 adds a world-model lead, but broader validation and technical detail remain limited.