Why Do Modern AI Models Drift Between Research and Production - and What Actually Fixes It?

Large language and multimodal models behave well in controlled tests, then start failing quietly once they are embedded in real workflows. The problem shows up as inconsistent outputs, surprising latency spikes, or models that confidently produce wro...