When a star exhausts its nuclear fuel, gravity wins and you get a nova or supernova. When AI exhausts algorithmic headroom from recursive self-improvement, the pressure shifts downward through the stack — triggering a hardware, energy, and infrastructure explosion. That's how you get Dyson swarms.