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Running Kimi K3 on AMD MI355X: The $/Token Win Comes From Two Kernel Problems
llm inference Aug 02, 2026 6 min read

Running Kimi K3 on AMD MI355X: The $/Token Win Comes From Two Kernel Problems

Kimi K3 is huge enough that serving it on commodity setups quickly becomes an HBM problem. On AMD MI355X, better $/token comes from fixing two ROCm bottlenecks: speculative decoding verification and prefill attention kernel selection for TTFT.

by ahsan
#gpu optimization #llm inference #performance engineering #rocm #speculative decoding

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