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LLM Inference · Article

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AI Local Deployment Hardware Guide: GPU Selection from Entry-Level to Production

2026-07-18 16IDC

What hardware do you need for local AI model deployment? This guide covers hardware selection from entry-level consumer GPUs to enterprise-grade server GPUs.

LLM Inference Optimization: vLLM, Quantization, and Batching

2026-08-06 vLLM / TensorRT-LLM Official Docs

After a large model goes live, inference throughput and latency directly drive cost and user experience. This guide explains continuous batching, PagedAttention, KV cache, quantization, and speculative decoding with vLLM and TensorRT-LLM.

GPU LLM Inference Latency Inference Optimization Batching