Why do top models work in the lab but fail under real workloads (and how to fix it)?

The immediate problem and why it matters Production AI systems routinely show a gap between expected quality and live performance. The symptoms are predictable: latency spikes, inconsistent outputs for identical prompts, unexpected hallucina...