As AI agents move beyond simple question answering into software operation, coding, research, and business workflows, the quality of their training and evaluation environments has become increasingly important. A capable model still needs realistic tasks, reliable feedback, appropriate tools, and meaningful ways to measure whether an action actually worked. This is where rl environment...
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