Tech Dives

How to Run Powerful Local LLMs on a Budget GPU in 2026

An 8GB GPU can now run near-flagship open models locally. Here's how QAT, MoE, llama.cpp offloading and MTP turn a budget PC into a private AI rig in 2026.