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Complete analysis of 7 decode optimization approaches tested on M2 Pro and M5 Max. Explains constant memory LUT divergence as root cause, profiling methodology, the 4-mag LUT fix, and remaining gaps. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com> Co-Authored-By: tturney@psyguard.ai