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Name: NVIDIA B300 bare-metal node (8× GPU)
Brand: TheAI Cloud
Availability: PreOrder

GPU economics, inference, multi-node training and bare-metal infrastructure — notes from the team running whole-node B300.

INFERENCE · GPU-ECONOMICS · LLM

The economics of large-model inference on GPUs

Why inference cost is set by memory bandwidth and the KV cache, not raw FLOPs — and how batching, quantization and VRAM headroom decide your cost per token.

Aug 7, 2026 · 5 min read