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AWS AI 研究人员提出 EvoSyn，一个由学习反馈驱动的多智能体框架，通过演化生成空间实现闭环数据合成，在 τ²-Bench 和 CAR-Bench 上比最强基线平均提升 13.3 个任务成功率点。
DriveZero is an end-to-end autonomous driving system that combines a vision foundation model for perception with reinforcement learning for action, achieving driving behaviors beyond human demonstrations and state-of-the-art performance on benchmarks like nuPlan and NAVSIM.
MMG2Skill converts web-based procedural guides into executable skills for agents through closed-loop learning, improving performance across GUI control, gameplay, and card play tasks with macro-average gains of +12.8 to +25.3 percentage points.