9 min read
AMD MI355X vs NVIDIA B200 vs B300 for Open-Weight Serving
AMD MI355X vs NVIDIA B200 vs B300 for serving Kimi K3's about 1.5TB of open weights: verified specs, the Wafer benchmark, and cost per token for each.
GPU
4 articles
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Distilling an LLM on One GPU: Offline Top-K Logits and a Fused Chunked KL Loss
LLM distillation on one GPU: cache the teacher's top-100 logits offline and use a fused chunked KL loss to cut a GPT-OSS 20B run from four nodes to one.
•7 min read
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5 min read
ZLUDA 6: Running CUDA on AMD GPUs Is Now a Hobby Project
ZLUDA 6 runs unmodified CUDA apps on AMD GPUs and adds PhysX and Blender textures. How it compares to ROCm and HIP, and why hobby status matters.
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11 min read
Self-Hosting Open-Weights Models: The Real Break-Even Math
Self-hosting open-weights models like GLM-5.2, DeepSeek V4 or Llama: the break-even math against per-token API prices, with GPU costs and the hidden ops bill.
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