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He asked AI to count carbs 27000 times. It couldn't give the same answer twice

A preprint study conducted 26,904 queries across four leading AI models (OpenAI GPT-5.4, Anthropic Claude Sonnet 4.6, Google Gemini 2.5 Pro, Google Gemini 3.1 Pro Preview) using 13 real food photographs to evaluate carb counting reliability for diabetes management. The study found all models exhibited inconsistent carb estimates and accuracy errors, with some results posing severe hypoglycemic risks; while Claude Sonnet 4.6 was the safest single-query option, no model is deemed safe for unsupervised insulin dosing, and the models' confidence scores were uncalibrated or misleading.

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Apr 29, 2026, 8:38 PM
Last updated
Apr 30, 2026, 12:44 AM

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carb countingAI modelsdiabetes managementinsulin dosinghypoglycemiapreprint studylarge language modelsfood photography

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He asked AI to count carbs 27000 times. It couldn't give the same answer twice

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Apr 29, 2026, 8:38 PMOpen original source

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He asked AI to count carbs 27000 times. It couldn't give the same answer twice

Apr 29, 2026, 8:38 PM

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