This panel explores how autonomy can persist in contested, denied, and degraded environments (D3) without relying on heavy infrastructure. Panelists will debate whether to scale compute up (more infrastructure) or scale assumptions down (leaner autonomy). Core themes include quantum-AI convergence, compute compression, modularity, and energy-aware decision-making in UAS systems.