Do we actually need more GPUs, or just the right one?

Last week I was at a tech meetup in Berlin where we got into something: are teams actually making deliberate infrastructure decisions, or just reacting to AI hype? Three practitioners shared their real experience. Here's what stuck with me. Don't lock in before you understand your workload Ömer from talked through their migration off hyperscalers after getting trapped by credits and tight service coupling. Not a hypothetical, they went through it. His takeaway: decouple early so you can move workloads freely.