" If you a have code that just completes within the timeout, then guess what? When the system is under load it isn't going to complete."

Unless the platform scales as it should, which is the whole point of accepting all the limitations. If there are tight and hard limits on request timeout, then there must be equally stringent guarantees provided by the underlying platform. "We're working on it" is just not enough under these conditions.