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Model Atlas

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Narrative posts that connect releases and serving concepts back to canonical reference pages.

  • How diffusion generation evolved from pixel U-Nets to transformers, flow matching, and modern video models

    A narrative arc from denoising diffusion probabilistic models and convolutional U-Net backbones through CLIP-conditioned image systems, latent diffusion, diffusion transformers, flow matching, and source-backed open video and world-model examples.

    July 8, 2026
    • Foundations
    • Model Family
  • LLMs are no longer wholly reliant on the internet

    Why modern language-model quality still starts with internet-scale pretraining but increasingly depends on mid-training, post-training, preference feedback, verifiable rewards, and distillation loops.

    July 8, 2026
    • Foundations
    • Alignment
  • the best computer for local language models (2026)

    An overall guide to the best computer to buy for local language models. We recommend an M-series laptop or a 5090.

    July 2, 2026
    • Inference
    • Local Models