Flexible input, accountable nutrition records.
People can speak, photograph, search, or type, then correct a proposed entry before deterministic diary and macro records save.
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Voice + photo input Live assistance / advanced repair testing
Bounded transcription and image understanding propose entries; user correction and serving checks precede save.
Water, bottles + supplements Saved amounts live; recognition under validation
Known ounces, Watch quick water, and structured supplement state save deterministically.
Pantry, fridge + community QA / verification
Inventory candidates and accountability are reviewable and remain under validation.
Proven now: public app, basic voice, photo-assisted entry, Food Library, diary, supplements, saved-volume hydration, and Watch quick water. Under test: advanced voice repair, recognition extensions, pantry suggestions, and community verification.

















