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Independent validation of asymmetric KV compression on Ada (SM 89) and Blackwell (SM 120). Asymmetric q8_0-K/turbo4-V confirmed best config on Ada (+8.4% prefill, -6.2% decode). Blackwell shows larger decode regression (-25.2%), likely dp4a vs fp8/fp4 tensor core mismatch. LA=1 boundary layers improve decode speed in addition to quality. Source: https://github.com/ggml-org/llama.cpp/discussions/20969 Co-Authored-By: tturney@psyguard.ai Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>