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The NVLink Tax: Why PCIe-Based H100 Clusters Are ROI Suicide for Training

Deep technical analysis of why PCIe-based server architectures fail in real-world H100 training deployments due to bandwidth limitations, with empirical insights from a private cluster build.

#gpu-cluster#h100#LLM-training...

creative-writing

6,000 Novels, One Blueprint: The Dataset That Reverse-Engineers Human Storytelling

Pageshift’s LongPage dataset doesn’t just give AI books to read, it provides the entire cognitive scaffolding behind them, from scene-level pacing to multi-arc character development. This is how you teach a model to think like a novelist.

#creative-writing#dataset#LLM-training...