Qwen
Running 70B Models Locally — Exact VRAM by Quantization
Llama 3.3 70B needs 43GB at Q4, 75GB at Q8, 141GB at FP16. Here's every quant level, which GPUs fit, real speeds, and when 32B is the smarter choice.
Local LLMs vs Claude: When Each Actually Wins
Qwen 3 32B matches Claude on daily tasks at zero marginal cost. Claude still wins on 200K-token documents and multi-step debugging. Benchmarks, pricing, and when to use each.
Qwen Models Guide: The AI Family You're Missing
Complete Qwen models guide covering Qwen 3, Qwen 2.5 Coder, and Qwen-VL. VRAM requirements, Ollama setup, thinking mode, and benchmarks vs Llama and DeepSeek.
Best Local LLMs for Math & Reasoning: What Actually Works
The best local LLMs for math and reasoning tasks, ranked by VRAM tier. AIME and MATH benchmarks for DeepSeek R1, Qwen 3 thinking, and Phi-4-reasoning.