Ollama v0.33.3: Gemma4 supports images and audio on MLX
On-device & edgeRelated articles
Mac Studio M5 Ultra: practical 512GB guide - models that fit and GGUF setup
The 512GB Mac Studio holds a 560B MoE at 4 bit with a large context. This guide covers the 4-bit rule, GGUF setup in three paths, the real bottleneck (the KV cache), and the Mac-vs-API cost comparison with the numbers on the table.
Local Image Models: from SDXL to Qwen-Image
From SDXL's 2.6B parameters to Qwen-Image 2.1's 7B: how diffusion models work, how much VRAM you actually need, and which model to pick for your hardware.
GGUF: The Format That Keeps Models on Your Hardware
We open the box: what's really inside a .gguf file, why it's a single file, how to read the filename, and how to pick the size for your VRAM, with the real sizes of an 8B model.
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