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Photo In, Macros Out: Designing an AI Meal Analyzer Where the LLM Never Does the Math

This story is from 2026-09-25. It is preserved in the archive; the latest stories are on the live feed.

"Take a photo of your plate and get calories" is one of the most requested AI features in nutrition apps — and one of the easiest to get wrong. Ask a vision model "how many calories are in this?" and you'll get a confident number that changes each time you ask. Protealpes has 56 free nutrition tool…

Read the full story at DEV Community — AI ↗

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  1. 2026-09-25 20:41 · DEV Community — AI
    Photo In, Macros Out: Designing an AI Meal Analyzer Where the LLM Never Does the Math

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