• Build the Anti-Cheat Application Layer (POC First) • Develop backend services (Node.js) to consume integrity signals from data systems • Design APIs that serve trust score, risk indicators, and evaluation results • Build real-time and batch processing flows for B2C hand evaluation • Ensure reliability and clean data boundaries • Deliver B2C Product Surfaces (React) • Develop player integrity dashboard and trust score visualizations • Integrate model outputs into serving layer • Handle ingestion, validation, deduplication • Maintain version control and logging