Articles tagged: LLM inference

6 articles

AI coding

ReplaySSM: Rethinking State Storage for Faster Hybrid-Model Decoding

ReplaySSM proposes a different approach to storing recurrent state in hybrid models, aiming to speed up decoding without sacrificing quali...

Oct 13, 202611 min
AI research

Benchmarking LLM Inference at Scale with AIPerf

NVIDIA's AIPerf gives teams a repeatable way to benchmark LLM inference at scale, capturing throughput, latency, and concurrency under rea...

Sep 21, 202611 min
Local models

GPU Management: Why Idle GPUs Are the New Grounded Aircraft

In local AI deployments, idle GPUs mirror grounded aircraft: they consume capital, occupy space, and depreciate without yielding returns....

Jul 31, 202611 min
Local models

Hugging Face and Cerebras bring Gemma 4 to real-time voice AI

Hugging Face and Cerebras collaborate to run Gemma 4 models for real-time voice AI on local hardware, enabling low-latency speech processi...

Jul 2, 20267 min
AI agents

From Local LLM to Tool-Using Agent

Learn how to transform a local large language model into a powerful agent by integrating external tools like web search, APIs, and code ex...

Jun 26, 20268 min
Local models

Run a vLLM Server on HF Jobs in One Command

Learn how to launch a vLLM inference server on Hugging Face Jobs with a single command. This guide covers setup, configuration, and practi...

Jun 26, 20266 min