What is GGUF? Complete Guide to GGUF Format
Everything you need to know about GGUF format - what it is, quantization types (Q4_K_M, Q5_K_M, Q6_K), memory requirements, and why it's the standard for local AI.
📚 GGUF Loader Blog
Latest news, tutorials, and insights about local AI deployment
100+
GGUF Models Available
v3
Latest GGUF Format
128K
Max Context Length
75%
Size Reduction via Quantization
📖 Published Articles (6 Guides)
How to Run GGUF Models Locally - Step by Step
Complete beginner's guide to running AI models locally. No Python or command line required. Works on Windows, Mac, and Linux.
GGUF Memory Calculator - RAM Requirements Guide
Calculate RAM requirements for GGUF models. Detailed memory usage for Mistral 7B, Llama, Qwen with Q4_K_M, Q5_K_M quantization.
Where to Download GGUF Models - Best Sources
Direct download links to popular GGUF models. Find Mistral, Llama, Qwen, DeepSeek models on HuggingFace from TheBloke, bartowski, and official sources.
How to Create Addons for GGUF Loader - Complete Guide
Learn how to create custom addons for GGUF Loader 2.0.0. Covers addon architecture, creating your first addon, advanced features, best practices, and distribution.
Top 10 GGUF Models for i5 + 16GB RAM Systems
Curated list of the best GGUF models for Intel i5 + 16GB RAM. Includes benchmarks, quantization recommendations (Q4_K_M, Q5_K_M), and real-world use cases.
Featured Models:
Llama 3.3 70B
Qwen 2.5
Mistral 7B
DeepSeek V3
Phi-3
🚀 Coming Soon
Understanding GGUF Format and Quantization in 2025
Deep dive into GGUF v3 format by Georgi Gerganov and llama.cpp. Learn about Unsloth's Dynamic 2.0 GGUFs achieving 75% size reduction. Compare Q2_K through Q8_0 quantization levels.
Topics:
GGUF v3 Format
Dynamic Quantization
llama.cpp
Memory Optimization
Privacy-First AI: Why Local Processing Matters in 2025
AI incidents jumped 56.4% in 2024 (Stanford AI Index). Learn why 90% of organizations prefer local storage and how enterprises adopt private AI for healthcare, legal, and business.
Key Benefits:
Complete Data Privacy
No Cloud Dependencies
Regulatory Compliance
Cost Efficiency
Best Open Source LLMs for Local Deployment in 2025
Compare latest GGUF models: Llama 4 (10M context), DeepSeek V3 671B (quantized to 185GB), Qwen 2.5, and more. Find the best model for your hardware.
2025 Models:
Llama 4 (10M ctx)
DeepSeek V3.1
Qwen 2.5
Mistral Large 2
Llama 3.3 70B
Running DeepSeek V3 Locally with GGUF
Run DeepSeek V3 (671B params) locally using Unsloth Dynamic 2.0 GGUFs. Quantization reduces 720GB to 185GB (75% reduction) with near-perfect accuracy.
Optimizing Performance on Limited Hardware
Run AI efficiently on limited RAM. Learn about SLMs, optimal quantization, and maximizing performance without sacrificing quality.
Hardware Guide:
4GB → 3B models
8GB → 7B models
16GB → 13B models
32GB+ → 70B models