AI Fails When Time Becomes a Variable

Most AI systems assume time doesn’t matter.

But in production:
delays compound,
timeouts cascade,
and retries change behavior.

Nothing is wrong in isolation.
Everything is wrong together.

Time is a first-class input, whether we model it or not.

Curious to hear from this crowd:
Where has timing caused unexpected behavior in your system?