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When stability is the primary goal, diffusion models provide a statistically sound path forward. Learn how iterative refinement and denoising score matching outperform GANs and VAEs in variance control. This professional walkthrough offers the technical depth required to master the mechanics of stable, high-fidelity generative AI frameworks.