AI Tools encode, decode and scaling, measured The tokenizer has not historically been the bottleneck within ML workflows. Compute-wise, tokenization is light compared to the heavy modeling…
AI Tools How to Decode the Temperature Parameter in LLMs The Physics: Energy, Probability, and Temperature that can exist in several different states. Each state has an associated energy. Some…
AI Tools Prefill Is Compute-Bound. Decode Is Memory-Bound. Why Your GPU Shouldn’t Do Both. a large enterprise size a Kubernetes cluster for real-time inference on their customer-facing LLM product. We started with 64 H100…