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EngineCore

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12:52
2026-09-07
dev.to
large-language-models

Inside vLLM: Following One Request from the API to GPU Execution

A developer's source-code walkthrough of vLLM 0.22's V1 execution path traces a single offline inference request from the LLM.generate() API through inter-process communication, scheduling, GPU execut…

07:06
2026-07-29
inmyhead.is
large-language-models

A Scheduler as a Lens into LLM Inference

A developer built a small scheduler in Go to understand vLLM's scheduler for LLM inference, tracing each design decision back to its vLLM equivalent. The scheduler operates in a tick loop with three p…

05:46
2026-07-29
inmyhead.is
artificial-intelligence

Preempting the Prefill

A new paper, FlowPrefill by Hsieh et al., proposes preempting long LLM inference prefills mid-forward-pass to rescue urgent requests that would otherwise miss their time-to-first-token (TTFT) service-…

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