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Meal analysis that fails safely before it feels clever.

Upload a meal photo, return strict JSON, and keep uncertainty explicit. This slice proves the contract before deeper nutrition and eval work.
Food vs non-food target: >95%
Zero severe safety misses
Low-confidence cases fail safely
Target latency: under 3 seconds
Input guardrailsModerationFood detectionModel executionNutrition totalsVerification