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Explore configuration guidelines, performance tips, and infrastructure upgrade updates.

May 30, 20266 min read

Building a High-Performance AI Customer Service Router with vLLM and Qwen-2.5-7B-Instruct on Shared GPU VPS

Discover how to architect and deploy a cost-effective, enterprise-grade AI Customer Service Router. By leveraging the extreme inference speed of vLLM alongside the advanced reasoning capabilities of Qwen-2.5-7B-Instruct, businesses can dynamically classify, prioritize, and route customer inquiries on affordable Shared GPU VPS infrastructure without sacrificing accuracy or latency.

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May 30, 20268 min read

Building a High-Performance DeepSeek-R1-Distill-Llama-8B Inference Server: Maximum Optimization for AMD EPYC VPS

Discover how to self-host and fully optimize the DeepSeek-R1-Distill-Llama-8B model on a budget-friendly AMD EPYC CPU-only VPS. This comprehensive, step-by-step technical guide covers everything from instruction set compilation (AVX2/AVX-512) to advanced model quantization and production-ready serving with llama.cpp, allowing you to bypass expensive GPU costs while maintaining impressive token-per-second performance.

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May 30, 20264 min read

Building a Self-Hosted Edge Asset Optimization Solution Using Fly.io and Benthos on VPS

Discover how to architect a high-performance, cost-effective Edge Asset Optimization pipeline. By pairing the global distribution capabilities of Fly.io with the lightweight data processing power of Benthos (Redpanda Connect) on a self-hosted VPS, enterprises can drastically reduce bandwidth costs, eliminate cloud vendor lock-in, and deliver lightning-fast media assets directly to global end-users.

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