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Cefboud (auto-discovered)

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00:00
2026-07-29
cefboud.com
large-language-models

How Profitable is LLM Inference? Doing the Math on Kimi K3

LLM inference profitability depends on the trade-off between batch size and GPU count, which determines token latency and cost per million tokens. Applying this model to Kimi K3, which requires at lea…

15:27
2026-06-27
cefboud.com
large-language-models

Distributed LLM Inference with LLM-d

A new open-source tool called llm-d acts as an LLM-aware load balancer for distributed inference, intelligently routing requests across vLLM instances based on KV cache locality and GPU utilization. B…

00:00
2026-05-31
cefboud.com
large-language-models

Exploring Speculative Decoding: From Concept to Implementation

Speculative decoding optimizes LLM inference by using a cheap draft model to predict multiple tokens, which are then verified in a single forward pass of the target model, reducing memory-bandwidth bo…