Quantization Explained: GGUF, Q4, Q8, and Why It Matters

Q4 vs Q8 vs F16 — what do these numbers mean, and why does your model size change so drastically? A beginner-friendly guide to quantization and GGUF format for local LLMs.

September 18, 2026 · 7 min · Self-Hosted Tech

Choosing Your First Local LLM Model: A Beginner's Guide

Llama, GLM, Qwen, Mistral — what’s the difference, what fits your GPU, and which one should you run first? A practical beginner’s guide to choosing a local LLM.

September 16, 2026 · 8 min · Self-Hosted Tech

I Replaced ChatGPT with a $351 Mini PC — Here's How

Build a $351 mini PC that runs local AI, replaces ChatGPT, and pays for itself in 4 months.

September 15, 2026 · 3 min · Self-Hosted Tech

Run Local AI with No GPU: It's Easier Than You Think

No GPU? No problem. Run local LLMs on CPU with Ollama and llama.cpp — setup, performance expectations, and optimization tips.

September 15, 2026 · 5 min · Self-Hosted Tech

Run Your First Local AI Model in 15 Minutes (Ollama Beginner Guide)

Install Ollama, pull your first model, and chat with local AI in under 15 minutes. Windows, Mac, and Linux.

September 15, 2026 · 4 min · Self-Hosted Tech