I think the assumption is getting fired instantly from a toxic organization is probably a good thing. The problem is that a high likelihood of a better outcome (as opposed to ending up living in your car), still isn't a guarantee.

The most risk-averse strategy should still use some of the advice posted here, but concerns like minimizing other people's problems and your own guilt are not worth the dangers.