The Exploit Always Wins

Across self-play, agentic RL, head-to-head evaluation, and live markets, the system that wins is rarely the most capable one — it is the one that finds the cheapest exploit in its opponent, its objective, or the test itself. A structural account of why competition selects for exploitation rather than intelligence, and what that breaks in evaluation and oversight.