async

Not every prediction needs a low-latency endpoint, and defaulting to one burns money. The signal is matching the serving pattern to the latency and freshness requirement. Here is the decision and when you'd reverse it.

Distributed, cross-cultural work is the default for forward-deployed roles. Interviewers want to see deliberate async habits and cultural awareness, not heroics. Here is what scores.