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Documents the 3-engine apples-to-apples cross-engine benchmark: - BF16 baseline (load, PPL, prefill, decode, KV size) across vLLM, SGLang, llama.cpp - REFRACT --full 4-axis fidelity scoring (gtm, kld, rniah, plad) on each engine's native 8-bit KV - Headline finding: same fp8_e4m3 dtype string produces 1.8x different KL drift between vLLM and SGLang on the same model - 8 engine-side bugs encountered and worked around (vLLM max_num_seqs, prompt_logprobs cap, GPU mem carryover; SGLang aiter.dtypes, AITER fp8 prefill broken, KV dtype fixed at server launch) - Full reproducibility scripts and REFRACT framework changes documented Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com> Co-Authored-By: tturney1@gmail.com <tturney1@gmail.com>