BeefAI™ Champion — Platform Architecture and Feature Supplement: Blueprint Modularisation, Progeny Feedback, Herd Management, and Genomics Integration

This supplement extends the BeefAI™ Champion V2.0 Scoring Methodology to document the platform's modular blueprint architecture, progeny feedback loop, herd management system, and genomics integration scaffold. It details the Flask blueprint structure (Public, Auth, Billing, Catalogue, Herd, Mating, Admin), the progeny feedback system linking calving records to mating runs for sire prediction accuracy, comprehensive herd management features including animal CRUD, comparison, export, breeding and calving records, and the scaffolded Neogen genomics integration covering GenomicTest, GenomicMarker, and GeneticCondition models. The document also covers the extended database schema (22 tables), security and performance measures, and the development roadmap. Calibrated to March 2026 TACE data.