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fnv1a's low bits barely mix: for the live-atc persona keys (shared session prefix, ':TYPE:freq' suffix) hash % 4 was identical for Delivery, Ground and Tower in 100% of sessions — every position spoke with one voice. A murmur3 fmix32 finalizer before the modulo restores uniform assignment; verified in the browser (three stations, three voices, three paces). Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>