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With the nvidia openai guarantee changing, the AI hardware landscape faces a major shakeup. Discover how shifting GPU allocations impact future model training.

How to set up NixOS on NVIDIA's DGX Spark for reproducible AI development environments. Declarative config, flakes, CUDA drivers, and why NixOS solves the 'works on my machine' problem for ML engineers.