To fairly compare, we measure bits/residue by accounting for label entropy and send random subsets of true labels. Core identity reaches ρ=0.9 at just 0.4 bits/residue, versus 0.68 for contacts and 0.58 for 3Di. It's the most efficient encoding we tested. 4/8