Kimi says MI355X serving changes cut p99 TTFT by 3.2× and lift throughput 7.7%

AnushElangovan · x · 2026-07-23

Kimi and AMD say they rebuilt the serving stack for Kimi K2.6 on AMD Instinct MI355X, targeting agent workloads with long contexts, bursty traffic, and frequent tool calls.

The update adds scheduler-aware multi-tier KV caching and claims up to 3.2× lower p99 TTFT plus 7.7% higher total-token throughput, with no accuracy loss. The post points readers to the technical blog for details.

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