Local AI in 2026: Ollama Benchmarks, $0 Inference, and the End of Per-Token Pricing

52 million monthly Ollama downloads. 135K GGUF models on HuggingFace. Qwen 2.5 32B hits 83.2% MMLU running entirely on a Mac Studio. Benchmark every local model against cloud APIs with real cost data.