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The Shift to Small Frontier Models: Why Compact Weights Are Winning the Edge
Analyzing how distillation, speculative decoding, and native 4-bit quantization are turning lightweight 3B–8B models into primary daily drivers.
For two years, the industry narrative prioritized parameter scale above all else. Today, that calculus has inverted for customer-facing interfaces.
With sub-20ms first-token latency on Apple Silicon and modern mobile chipsets, compact edge models deliver interaction fidelity that gigawatt cloud models cannot replicate.