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Cloud Infrastructure Insights

Expert tutorials, benchmarks, and guides on GPU servers, AI deployment, VPS hosting, and cloud computing.

Marcus Chen - Senior Cloud Infrastructure Engineer
Written by our expert

Marcus Chen

Senior Cloud Infrastructure Engineer & AI Systems Architect

10+ years of experience in GPU computing, AI deployment, and enterprise hosting. Former NVIDIA and AWS engineer. Stanford M.S. in Computer Science. I help businesses deploy AI models and optimize cloud infrastructure.

1062+ Articles
10+ Years Exp.
50+ AI Deployments
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32 Ollama Performance Benchmarks - Llama 3.1 vs Llama 3.2 Ollama Performance Benchmarks - side-by-side tokens/s chart on G... Servers
Marcus Chen
6 min read

Llama 3.1 vs Llama 3.2 Ollama Performance Benchmarks show Llama 3.2's edge in speed and size for local runs. This guide breaks down tokens per second, resource use and real-world tests to help you choose the best for hosting with Ollama on GPU VPS.

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GPU vs CPU Differences in Llama Server Runs - Visual comparison chart showing tokens per second performance between RTX 4090, RTX 4060, and CPU processors running Llama models Servers
Marcus Chen
12 min read

When running Llama models locally with llama.cpp, your choice between GPU and CPU acceleration dramatically impacts inference speed and user experience. This comprehensive guide explores the real-world performance differences, cost considerations, and optimal use cases for GPU vs CPU Llama server deployments.

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