Posts tagged ml security.

How we built a wire-shape detector that transfers across chains. V8 trained only on Sui hit 51 out of 51 zero-shot on Solana attacks it had never seen, because mechanism-class features carry across chains while host-telemetry features don't.

V1 of our trainer scored ROC = 1.000 across all 17 folds. Two minutes of audit found why. Eight leak surfaces later, here's the apparatus that stops you fooling yourself with one.