The wisdom of learning from failure is incontrovertible. Yet organizations that do it well are extraordinarily rare. This gap is not due to a lack of commitment to learning. Managers in the vast ...

范式飞跃：Agentic RL 不再是“对齐”一个静态答案，而是在训练一个自主的“策略”。这个策略必须学会在一个充满不确定性的动态世界中，通过一系列思考、行动和观察，来完成一个长期的目标。这正是“智能体”的真正含义。

A ventilator, sometimes called a mechanical ventilator, is a machine that helps you breathe when you're sick, injured, or sedated for an operation. It pumps oxygen-rich air into your lungs. It also ...