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Tyler Michael Smith

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Why WideEP Inference Needs Data-Parallel-Aware SchedulingPyTorch Conference Europe 20262026-04-07
WideEP fails not from expert cost but because routing ignores where KV state lives. Using vLLM plus LMD and a router extension called llm-d that reads KV-cache…
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vLLM & Ray UpdatesPyTorch Conference Europe 20262026-04-07
vLLM reimplements its GPU runner as Model Runner V2, splitting a 6,000‑line file into several ~1,000‑line modules, decoupling per‑request state, moving input…
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