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Performance

18 posts tagged performance.

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Sep 7, 2026

LLM Inference in 2026: Prefill Is a Different Machine Now, and the KV Cache Has a Disk Tier

vLLM 0.28, SGLang on 400,000 GPUs, NVIDIA Dynamo 1.0 and llm-d in the CNCF all converged on the same architecture: split prefill from decode, route on cached prefixes, page the KV cache to CPU and SSD, and run MoE experts wide across a rack. What changed this year, with the papers, the flags, and the prices.

15 min
Sep 2, 2026

Sandbox Creation Time Benchmarks Measure Different Things

Every AI sandbox matrix has a creation time column spanning 0.79ms to 2.7s. That spread is definitional, not performance. Here's how to make it comparable.

10 min
Sep 2, 2026

I Measured Every Stage of My 179ms Firecracker Boot Path

Where every millisecond of a Firecracker create goes, measured on my own production fleet, plus why I refuse to stop the clock before the guest answers.

9 min
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Ajay Kumar

Infrastructure engineer, 14 years. I build systems that run other people's code safely — and I'm available for consulting.

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