The Transition to Local, Quantized Small Language Models in Production
While frontier closed models push benchmark records, production architectures are increasingly shifting toward sub-8B parameter models running locally or at the edge. The trade-offs between zero-latency reasoning and multi-turn retrieval are narrowing rapidly thanks to recent advances in FP4 and INT2 quantization pipelines.