MLX
Apple Neural Engine for LLM Inference: What Actually Works
Apple Silicon has a dedicated Neural Engine that most LLM tools ignore. Here's what it can do for inference, what it can't, and whether ANE-based tools like ANEMLL are worth trying today.
Apple M5 Pro and M5 Max: What 4x Faster LLM Processing Actually Means for Local AI
M5 Pro hits 307GB/s, M5 Max doubles to 614GB/s. Neural Accelerators in every GPU core. 128GB runs 70B+ models on a laptop. What actually changes for local AI.
Stable Diffusion on Mac: Image Generation with MLX and Draw Things
Draw Things generates SD 1.5 images in 8-15 seconds on an M2 Pro. ComfyUI takes 3x longer. MLX is fastest but code-only. Complete Mac image gen guide with speed tests.
LM Studio vs Ollama on Mac: Which Should You Use?
LM Studio's MLX backend is 20-30% faster and uses half the memory. Ollama is lighter, always-on, and better for APIs. Mac-specific benchmarks and when to use each.
Fine-Tuning on Mac: LoRA & QLoRA with MLX
Fine-tune Llama, Qwen, and Mistral on Apple Silicon using mlx-lm. Real memory numbers, step-by-step commands, and how to deploy your model with Ollama.
Best Way to Run Qwen 3.5 on Mac: MLX vs Ollama Speed Test
MLX runs Qwen 3.5 up to 2x faster than Ollama on Apple Silicon. Head-to-head benchmarks on M1 through M4, with setup instructions for both.
Best Local LLMs for Mac in 2026 — M1, M2, M3, M4 Tested
The best models to run on every Mac tier. Specific picks for 8GB M1 through 128GB M4 Max, with real tok/s numbers. MLX vs Ollama vs LM Studio compared.
Mac Runs 70B Models That Need Multi-GPU on PC — Here's How
Your M4 Max loads models that cost $3,000 in GPUs on PC. M1 with 8GB handles 7B, M4 Pro with 48GB runs 32B, and 128GB loads 70B+. MLX vs Ollama speeds tested, plus Mac Mini as a 24/7 AI server.