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This paper introduces Nutrition Data Service (NDS), source-preserving infrastructure that operationalizes FAIR principles for AI-agent-mediated nutrition research, addressing data identity, search, and crosswalk challenges. It demonstrates strong benchmark results and improved reproducibility compared to open-web reconstruction.