Running video generation on a single 4090: INT8 weights, FP8 decoder, RAM over VRAM

AIFlow_ML · x · 2026-10-25

A practical recipe for running video generation models on a single RTX 4090: INT8 weights and KV cache, FP8 decoder, staged GPU loading of each component, 18 latent history frames kept on GPU with the rest archived in system RAM — "budget for RAM, not just VRAM." The author also argues generated video looking right isn't physically right: use it for perception variety and camera-path tests in robotics, keep controllers on real simulators plus hardware.

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