The fundamental AI chip operation — multiply-accumulate — requires exactly p×q AND gates to generate partial products, then p×q full adders (3-to-2 compressors) to sum them in a DADA tree. Every atomic step in long multiplication maps directly to a physical logic gate. This is why area scales quadratically with bit width.