2 posts tagged with "Benchmarks"

2026 H2 is the richest era for the AI compute market: NVIDIA Rubin R200, AMD MI400, Trainium 3, TPU 8t/8i, Ascend 920, and Groq 3 LPX are all in place. This article provides a complete selection tree to help you choose the most suitable product based on model size, training/inference, latency requirements, budget, and region.

LLM inference performance = Algorithm + Software + Hardware. Hardware (H100, B300, Rubin) only determines the theoretical ceiling. Actual inference performance can be improved 5-30× through algorithmic optimization. This article provides a deep analysis of the three major inference optimization technologies: PagedAttention, FlashAttention, and Speculative Decoding.