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Real-world test with 70-page PDF (48K tokens): - Prefill: 0.99x (parity) - Decode: 0.66x (34% slower) - KV cache: 280 vs 680 MiB (2.4x savings) Decode ratio degrades ~4% per doubling: 12 tok: 0.88x → 8K: 0.76x → 48K: 0.66x Root cause: centroid LUT constant cache thrashing (verified). Experiment branch is net negative — main branch is optimal. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com> Co-Authored-By: tturney@psyguard.ai