A rigorous deep research dossier examining the structural, empirical, and mathematical boundaries of artificial intelligence in quantum gravity and theoretical physics. Features calculations of Bekenstein-Hawking entropy, Planck-scale empirical limits, AdS/CFT tensor network inversion, and synthetic epistemology circularity risks.