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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

DeepSeek V3 vs V2: Performance Upgrade on Dedicated GPU

In-depth comparison of DeepSeek V3 and V2 covering MoE architecture changes, inference speed improvements, VRAM requirements, and practical migration guidance…

Model Guides Apr 2026

ChromaDB vs FAISS vs Qdrant: Vector DB on GPU Servers

Comparison of ChromaDB, FAISS, and Qdrant for vector search on GPU servers covering performance characteristics, scaling behaviour, GPU acceleration, and…

Model Guides Apr 2026

Sentence-BERT vs BGE vs E5: Embedding Model Comparison

Comparison of Sentence-BERT, BGE, and E5 embedding models covering retrieval quality, speed, dimensionality, and deployment considerations for RAG pipelines on…

Model Guides Apr 2026

LangChain vs LlamaIndex vs Haystack: RAG Framework Guide

Practical comparison of LangChain, LlamaIndex, and Haystack for building RAG applications on self-hosted GPU servers covering architecture, flexibility, community, and…

Model Guides Apr 2026

AutoGen vs CrewAI vs LangGraph: AI Agent Framework Guide

Comparison of AutoGen, CrewAI, and LangGraph for building AI agent systems covering architecture patterns, multi-agent coordination, self-hosted model support, and…

Model Guides Apr 2026

Mistral Large vs Mistral 7B: When to Upgrade

Practical comparison of Mistral Large and Mistral 7B covering quality gains, VRAM requirements, throughput trade-offs, and decision criteria for upgrading…

Model Guides Apr 2026

Qwen 2.5 vs Qwen 2: Self-Hosting Upgrade Guide

Comparison of Qwen 2.5 and Qwen 2 covering architectural improvements, benchmark gains, VRAM impact, and step-by-step migration guidance for self-hosted…

Model Guides Apr 2026

Phi-3.5 vs Phi-3: What Microsoft Improved

Technical comparison of Phi-3.5 and Phi-3 covering the new MoE variant, multilingual expansion, benchmark improvements, and what changes for GPU…

Model Guides Apr 2026

Gemma 2 vs Gemma 1: Google’s Model Evolution

Technical comparison of Google's Gemma 2 and Gemma 1 model families covering architecture updates, new size options, benchmark improvements, and…

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