GGUF
Unsloth Studio Setup Guide: Fine-Tune Qwen 3.5 on Your GPU (Step by Step)
How to install Unsloth Studio, run GGUF models locally, and fine-tune Qwen 3.5 — all in one open-source web UI. Works on Mac, Windows, and Linux.
LiquidAI LFM2: The First Hybrid Model Built for Your Hardware
LFM2-24B-A2B runs at 112 tok/s on CPU with only 2.3B active params. Not a transformer. GGUF files from 13.5GB, Ollama and llama.cpp setup, and where it beats Qwen.
RWKV-7: Infinite Context, Zero KV Cache — The Local-First Architecture
RWKV-7 uses O(1) memory per token. Context length doesn't increase VRAM. At all. 16 tok/s on a Raspberry Pi. Here's why it matters for local AI and how to run it.
GGUF File Won't Load: Format and Compatibility Fixes
GGUF model won't load? Version mismatch, corrupted download, wrong format, split files, or memory issues. Find your error and fix it in under a minute.
Model Formats Explained: GGUF vs GPTQ vs AWQ vs EXL2
GGUF vs GPTQ vs AWQ vs EXL2 model formats explained. Learn what each format does, which tools support them, and how to choose the right one for your GPU.
Quantization Explained: What It Means for Local AI
Q4_K_M shrinks a 7B model from 14GB to ~4GB while keeping 90-95% quality. What every quantization format means, how much VRAM each saves, and which to pick for your GPU.