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Introduces InfiniteDiffusion, a training-free algorithm that enables diffusion models to generate unbounded, seed-consistent terrain with constant-time random access, bridging learned fidelity and procedural utility. The Terrain Diffusion framework demonstrates interactive-rate realistic terrain generation with Earth-scale dynamic ranges.