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Model Guides

Model Guides

Step-by-step setup guides for specific AI models on dedicated GPU servers. From LLM deployment to vision model hosting and speech model hosting, each guide includes configuration, optimisation tips, and GPU recommendations.

Model Guides Apr 2026

Command R 35B Self-Hosted

Cohere's Command R is a 35B model tuned for RAG and tool use - self-hosting it gives you a capable…

Model Guides Apr 2026

Command R+ 104B Deployment

Cohere's flagship open-weights 104B RAG model needs serious hardware. Here is what it takes to host it on dedicated GPUs.

Model Guides Apr 2026

DeepSeek Coder V2 VRAM Requirements

DeepSeek Coder V2 comes in a 16B MoE variant and a 236B MoE variant. The VRAM story differs dramatically between…

Model Guides Apr 2026

DeepSeek V3 Distilled Models – Self-Hosted Options

The distilled variants of DeepSeek V3 (and R1) fit on single GPUs and carry most of the reasoning quality -…

Model Guides Apr 2026

Mistral Small 3 Self-Hosted Deployment

Mistral's 24B Small 3 refresh lands between the 7B and 70B class with genuinely strong benchmarks and fits a single…

Model Guides Apr 2026

Mixtral 8x22B on a Dedicated GPU

Mistral's Mixtral 8x22B is a 141B total / 39B active MoE that needs serious VRAM - but quantised it fits…

Model Guides Apr 2026

Molmo 7B Self-Hosted Vision-Language Model

Allen AI's Molmo 7B is a compact, trained-from-scratch VLM with particularly strong pointing and counting capabilities.

Model Guides Apr 2026

Nemotron 70B Self-Hosted

Nvidia's Nemotron 70B extends Llama 3.1 70B with RLHF and domain tuning. Hosting is similar to stock Llama 70B but…

Model Guides Apr 2026

Gemma 2 27B on RTX 5090 – Complete Guide

Gemma 2 27B is the sweet spot in Google's open-weights lineup - stronger than the 9B, smaller than 70B class.…

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