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

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DeepSeek Ollama GPU Optimization Guide 2026 - RTX 5090 multi-GPU setup with Ollama serving DeepSeek R1 at high throughput (98 characters) Servers
Marcus Chen
5 min read

This DeepSeek Ollama GPU Optimization Guide 2026 delivers step-by-step strategies to maximize inference speed and efficiency. From RTX 4090 tuning to quantization techniques, deploy DeepSeek R1 on Ollama with expert benchmarks. Achieve enterprise-grade results on affordable cloud GPUs.

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vLLM Optimization on Cheap VPS - Performance chart comparing throughput on $10-25 monthly plans with 793 TPS peaks (112 chars) Servers
Marcus Chen
6 min read

vLLM Optimization on Cheap VPS makes powerful AI inference affordable for developers and startups. This guide covers essential steps, cost factors, and real benchmarks to run models like LLaMA efficiently on low-cost plans. Achieve pro-level results without breaking the bank.

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Kubernetes Setup for ML on Linux VPS - diagram showing container deployment architecture with control plane and worker nodes Servers
Marcus Chen
11 min read

Setting up Kubernetes on a Linux VPS for machine learning workloads requires careful environment configuration and proper tooling. This comprehensive guide walks you through each step, from initial VPS preparation to deploying your first ML models on Kubernetes.

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