As advanced models become exploitable via paid API tokens, a competitive dynamic may emerge where attackers pay for abundant model access while defenders must buy costly patches, guardrails, or extra compute to mitigate harm. That pricing asymmetry will favor large institutions that can prepay or vertically integrate defenses, driving further concentration of AI hosting, patching, and security services.
— If true, this dynamic would reshape who controls AI capability, raise national‑security and antitrust concerns, and change the focus of regulation from models themselves to economic choke points (compute, tokens, and patch markets).
Tyler Cowen
2026.04.08
100% relevant
Tyler Cowen’s post asking 'Which of the pending hacks and leaks will embarrass you the most?' and wondering how 'willingness of attackers to pay for tokens' will evolve illustrates the attacker/defender token economics that drive this idea; also references to data‑center slowdowns and Singapore’s Internet Surfing Separation provide policy and infrastructure examples.
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