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LocalOps Blog
Insights on running local AI models, optimization techniques, and hardware benchmarks.
February 28, 2026
Maximizing DeepSeek R1 671B Performance Locally
DeepSeek R1 is a massive Mixture of Experts model. Learn how to configure aggressive MoE offloading and quantization parameters to get o1-level reasoning on a multi-GPU setup.
Read Article →January 15, 2026
The Best GPUs for Local LLMs in 2026
Are Mac Studio M3 Ultras still worth it? Does the RTX 5090 justify its price tag for inference? A comprehensive breakdown of top-tier consumer hardware for rigorous open weights workloads.
Read Article →December 05, 2025
Understanding KV Cache Requirements
It's not just about model weights. The KV context cache eats up surprising amounts of VRAM. Learn how caching works and how to calculate requirements accurately.
Read Article →