📰 Dev.to · Peter Chambers
6 articles · Updated every 3 hours · View all reads
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Dev.to · Peter Chambers
3w ago
NVIDIA H100 PCIe vs SXM: Which Multi-GPU Architecture Do You Actually Need?
An engineering deep-dive into PCIe vs SXM architectures for NVIDIA H100 GPUs. Learn how to avoid the NVSwitch tax and optimize your AI hardware budget.
Dev.to · Peter Chambers
1mo ago
How to Configure Bare-Metal Kubernetes for GPU Orchestration
A complete guide to achieving 100% GPU efficiency for AI workloads by integrating containerd and the Kubernetes Device Plugin.
Dev.to · Peter Chambers
1mo ago
How to Build a Production-Ready Private RAG Pipeline with vLLM, LangChain, and Dedicated GPUs
Learn how to architect and deploy a high-performance, fully private RAG pipeline using vLLM for inference and LangChain for orchestration.
Dev.to · Peter Chambers
1mo ago
The Core Count Myth: Why 128Hz Game Servers Demand 5.0GHz+ CPUs
As we navigate the demands of multiplayer gaming in 2026, the underlying server infrastructure has...
Dev.to · Peter Chambers
2mo ago
The Blackwell Blueprint: Fine-Tuning a 70B LLM on a SINGLE GPU
The NVIDIA Blackwell architecture officially marks the end of the "Hardware-Constrained" era for...
Dev.to · Peter Chambers
2mo ago
Ultimate Guide - Setting Up NVIDIA GPU Passthrough on Ubuntu 24.04 Bare Metal
Learn how to bypass the Ubuntu 24.04 Docker Snap trap and achieve true bare-metal NVIDIA GPU passthrough for your AI and LLM workloads.
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