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vLLM x Novita AI: Chord, Faster INT4 MoE for Kimi K2.x. Up to 1.3x on H200, 2.15x on Untuned B300

vLLM Blog · published 15 September 2026

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https://novita.ai
novita.ai
https://github.com/novitalabs/chord
github.com
https://github.com/novitalabs/chord/blob/main/docs/performance.md
github.com
https://github.com/novitalabs/chord/blob/main/docs/benchmarking.md
github.com
https://github.com/novitalabs/chord/commit/7ca91d84a66baea66181af99bab6aace04d39589
github.com
https://github.com/vllm-project/vllm/pull/48918
github.com
https://github.com/inclusionAI/humming
github.com
https://github.com/inclusionAI/humming/commit/4351af3a8fcdce1a8dee50104ba49566af2427fb
github.com
https://github.com/inclusionAI/humming/blob/4351af3a8fcdce1a8dee50104ba49566af2427fb/humming/config/enum.py
github.com
https://github.com/inclusionAI/humming/blob/4351af3a8fcdce1a8dee50104ba49566af2427fb/benchmarks/bench_humming.py
github.com
https://github.com/vllm-project/vllm/pull/51815
github.com
https://github.com/novitalabs/chord/blob/main/docs/getting_started.md
github.com
https://github.com/novitalabs/chord/blob/main/docs/optimizations.md
github.com
https://github.com/novitalabs/chord/blob/main/docs/tuning.md
github.com
https://github.com/deepseek-ai/DeepGEMM
github.com
https://github.com/novitalabs/chord/blob/main/chord_kernels/operator/SOURCE.md
github.com