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My AI Thinks I'm Eating My Feelings (and Other Nutritional Insights)

Talkat AI Engineer World's Fair 2025 · 2025-06-03..06-05· [machine-learning]
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Alma claims personalized nutrition from LLMs plus real user data, shipping a beta under two months after incorporation and a public release in February; it scores diets with a learned ALMA score out of 100 (Harvard adviser involved), breaks processing into modules to constrain LLM error rates and performs USDA database matching for calories, surfaces a user feedback toast after every interaction, supports multimodality (voice/photo/text), and reports that features like streaks drive surprising engagement.

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