Coined in 1965, the "intelligence explosion" describes a runaway feedback loop. An AI capable of conducting AI research could use its intelligence to improve itself. This newly enhanced intelligence would make it even better at AI research, leading to exponential, uncontrollable growth in capability. This "fast takeoff" could leave humanity far behind in a very short period.

The idea of nations collectively creating policies to slow AI development for safety is naive. Game theory dictates that the immense competitive advantage of achieving AGI first will drive nations and companies to race ahead, making any global regulatory agreement effectively unenforceable.

In the high-stakes race for AGI, nations and companies view safety protocols as a hindrance. Slowing down for safety could mean losing the race to a competitor like China, reframing caution as a luxury rather than a necessity in this competitive landscape.

Pausing or regulating AI development domestically is futile. Because AI offers a winner-take-all advantage, competing nations like China will inevitably lie about slowing down while developing it in secret. Unilateral restraint is therefore a form of self-sabotage.

Leaders at top AI labs publicly state that the pace of AI development is reckless. However, they feel unable to slow down due to a classic game theory dilemma: if one lab pauses for safety, others will race ahead, leaving the cautious player behind.

The immense strategic advantage offered by AI ensures its development will continue, regardless of safety concerns from insiders. Much like the Manhattan Project, which proceeded despite catastrophic risk, the logic of "if we don't, China will" makes unilateral cessation of research impossible for any major power.

The ultimate goal for leading labs isn't just creating AGI, but automating the process of AI research itself. By replacing human researchers with millions of "AI researchers," they aim to trigger a "fast takeoff" or recursive self-improvement. This makes automating high-level programming a key strategic milestone.

Regardless of potential dangers, AI will be developed relentlessly. Game theory dictates that any nation or company that pauses or slows down will be at a catastrophic disadvantage to competitors who don't. This competitive pressure ensures the technology will advance without brakes.

The race for AI supremacy is governed by game theory. Any technology promising an advantage will be developed. If one nation slows down for safety, a rival will speed up to gain strategic dominance. Therefore, focusing on guardrails without sacrificing speed is the only viable path.