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7 of 305 Official Ollama GGUF Models Are Silently Non-Functional; No Registry Tests Before Distribution

Summary

Millions of developers pull quantized models from Ollama and HuggingFace for local inference with no indication that official artifacts are untested; the paper identifies missing calibration matrices as the failure cause and releases a 'quantcheck' tool, making the finding immediately actionable.