Safetensors and GGUF divide training and deployment workflows
July 15, 2026
Safetensors remains the standard for training and research, while GGUF dominates local deployment for Mac and PC users. This trend is evident in weight download splits for models like PaddleOCR-VL-1.6, favoring llama.cpp and Ollama for simplified local execution.
HOW THIS AFFECTS YOU
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builderYou should prioritize GGUF for local edge deployment to minimize environment setup and GPU rental costs.
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founderConsider the market split between high-end research infra and low-barrier local deployment tools.