tighten: ~6.1 hours -> 58.9s = ~375x (reconciles the division)

throughput: reproducible numbers (7.25M matched = 1.8x warp, 8.5M production)

model card: demo link -> nanog1.com

model card: MIT license, GitHub + write-up links, real-robot deploy, recurrent note

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