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@@ -39,8 +39,8 @@ LLM, please do feel free to play with it!
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  ### Model Sources
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- - **Repository:** [gpjt/ddp-base-model-from-scratch](https://github.com/gpjt/ddp-base-model-from-scratch) (this is the model from "First train on a big instance: 8x A100, 40 GiB/GPU, SXM4")
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- - **Blog post:** [Writing an LLM from scratch, part 29 -- using DistributedDataParallel to train a base model from scratch in the cloud](https://www.gilesthomas.com/2026/01/llm-from-scratch-29-ddp-training-a-base-model-in-the-cloud)
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  ## How to Get Started with the Model
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  ### Model Sources
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+ - **Repository:** [gpjt/ddp-base-model-from-scratch](https://github.com/gpjt/ddp-base-model-from-scratch)
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+ - **Blog post:** [Writing an LLM from scratch, part 29 -- using DistributedDataParallel to train a base model from scratch in the cloud](https://www.gilesthomas.com/2026/01/llm-from-scratch-29-ddp-training-a-base-model-in-the-cloud) (this is the model from "First train on a big instance: 8x A100, 40 GiB/GPU, SXM4")
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  ## How to Get Started with the Model
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