Add live A10G-vs-CPU demo links + measured 126/17 tok/s

Feature 18,057 tok/s B200 ceiling as lead hero stat (measured); full VKAE<->VKUE spectrum

Measured: 35B@20tok/s on 8GB laptop + 3.7x dense A/B; add VKAE cross-links

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initial commit