Variance Conservation and the Trackable Human

daptive variance in the human lineage is not destroyed by bottleneck events - it is conserved, migrating upward through successive substrate layers as each new layer offers faster adaptation cycles. The sequence: genome → culture → artificial intelligence. Each transfer is irreversible. Each new substrate operates at higher speed. The prior substrate degrades toward a near-zero Dirac-like spike. We formalize this as a conservation equation across three weighted layers and demonstrate that variance compression occurring simultaneously across all three layers for the first time creates a novel condition: individual humans are now mathematically locatable on a three-dimensional vulnerability surface. Shannon's entropy framework illuminates why the conservation law holds - adaptive capacity H is channel capacity, and total channel capacity is conserved across substrate migration. [3] The dog breeding analogy closes the argument: we have replicated selective phenotype prediction at species scale through behavioral data, without controlling the genome.