Quantization, KV-Cache Compression, and Real Coding Benchmarks

The earlier cluster benchmark write-up asked which frontier models were fastest. This post asks the next question: once hardware, serving stack, and benchmark shape are held constant, what do deployment choices - weight quantization and KV-cache compression - actually do to real coding-agent behavior? The model family stays fixed; the things operators actually touch get varied. This grew out of a…