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Inference Optimization

133 summarised stories about Inference Optimization, each linking back to the original source. Browse all topics →

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Friday, 14 August 2026

Kog is going deeper to squeeze more inference out of GPUs

TechCrunch 2 months ago 15

Kog, a French startup, says it can accelerate large language model inference on conventional data-center GPUs via its Kog Inference Engine. It reported 3,000 tokens per second on a demo using Laneformer 2B, and CEO Gaël Delalleau expects its first major model to reach 10x speed by September. Kog is shifting from demos toward implementing larger models and using early customer traction to raise its Series A.

The Sequence Opinion - Issue 914: From Prompt to Token: How AI Inference Really Works

TheSequence 2 months ago 51

Inference systems turn a trained model into a streaming service that handles asynchronous user traffic, varying prompt sizes, and GPU scheduling for transformer computation. A described example uses a 4,000-token prompt requesting a 300-token answer. The shift is that “inference” is treated as a full request/token pipeline (tokenization, context assembly, routing, memory management, sampling, and streaming) rather than a single forward pass.

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