TurboQuant lands in MLX, vLLM

// 45d agoINFRASTRUCTURE

TurboQuant lands in MLX, vLLM

TurboQuant’s KV-cache compression is starting to show up in real inference stacks, with mlx-vlm adding TurboQuant support and a vLLM PR targeting 2-bit cache compression. The Reddit post is basically a call for community benchmark data, especially tokens/sec, across MLX and vLLM setups.

// ANALYSIS

This looks less like a finished product launch and more like the point where a research result starts turning into deployable infrastructure. The real question is not just memory savings, but whether long-context gains are worth the throughput tradeoff across MLX, vLLM, and similar backends.

// TAGS

turboquantllminferenceopen-sourcegpu

DISCOVERED

45d ago

2026-04-17

PUBLISHED

45d ago

2026-04-17

RELEVANCE

8/ 10

AUTHOR

pmttyji

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TurboQuant lands in MLX, vLLM