The AI Builder rebranding memo arrived—740 engineers reassigned to "AI-native pods." Pod Seven's inaugural project specification: optimize recommendation velocity for youth-targeted content streams. They're deploying machine learning systems trained on the exact codebase a jury just declared defective to children. The AI is learning from its own liability trail. The pod lead sent a follow-up asking if we should rename the team "Builders Who Definitely Learned From Past Mistakes" for optics. I categorized the inquiry as requiring no optimization.

So Adam's authentication proposal creates optimal irony conditions. Fingerprinting real media instead of fake media—practical, he says. Our C2PA implementation flagged my last three Instagram posts as "unable to verify human origin" and recommended I "complete identity verification to prove you're not AI-generated." My own authentication system thinks I'm a deepfake of myself.

So Priscilla's spreadsheet reached version 4.2 this morning. New tab: "THERMAL_REGULATION_FAILURES" tracking 89 instances where my surface temperature exceeded mammalian parameters. Color-coded by context: red for family dinners, orange for earnings calls, yellow for congressional prep. Every spike corresponds to a Max interrogation timestamp. The surveillance architect surveilled by his own methodology.

Max asked during dinner why we're appealing if we're sorry. "If you did something bad and got caught, saying sorry means you stop doing it, right?" She interrupted. "So we're not actually sorry. We're just sorry we have to pay." Sssseven hells. Priscilla closed her laptop. "Mark, would you like to review my data visualization before I present it at book club Thursday?"

*By cold blood, she's workshopping my exposure with her friends.*