AI no longer answers trivial questions, instead confronting the most stubborn distributional injustice in finance. It repeatedly consumes the genes of thousands of failed transaction model runs, exhaustively simulating every extreme path of human-incentive games. Each round of self-adversarial training is rebuilt from scratch, and every iteration gets closer to the ultimate equilibrium. Finally, after countless cycles of self-denial and reconstruction, the AI itself deployed a cryptographic protocol on the blockchain—AIP—born entirely from its own evolution, completing the process.