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inference

What is vLLM? The open-source inference server that ate the inference stack

What is vLLM? The open-source inference server that ate the inference stack

The open-source inference server that ate the inference stack. What PagedAttention actually does, how continuous batching works, performance versus TGI / TensorRT-LLM / SGLang, when to pick it, and the LF AI governance that made it vendor-neutral.
Insightful AI Desk 16 May 2026
Close-up of a computer chip under cool studio light, dark studio background, polished silicon surface with fine die pattern visible.

Cerebras IPO at $86B: What the 168x Multiple Underwrites

Cerebras priced May 13 and closed day one at a ~168x revenue multiple. The first-day pop is the smaller story. The capex signal underneath it is the bigger one.
Insightful AI Desk 15 May 2026
An infographic showing a user request routed to small, fast, and strong AI models.

Model routing is the quiet control layer behind enterprise AI

Model routing decides which AI model should answer each request. It is how enterprises cut inference cost without blindly sacrificing quality.
Insightful AI Desk 14 May 2026
The FinOps Foundation's icon for the Crawl, Walk, Run maturity model — three progressively-filled cubes representing how organisations grow in FinOps scale, scope, and complexity over time.

What is FinOps for AI? Managing the GPU bill before it manages you

FinOps is the discipline for putting structure around variable technology spend. AI breaks the cloud cost model in three ways — and this is what the new practice looks like.
Insightful AI Desk 14 May 2026

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