# Twelve Week Roadmap 1. Scope endpoints and secure workflow. 2. Implement common data model and data dictionaries. 3. Prototype public cohort ingestion. 4. Add TLSA/SANSCOG adapters. 5. Build harmonisation and missingness dashboards. 6. Train baseline risk and survival models. 7. Add cognitive progression forecasts. 8. Add multimodal late fusion and ablations. 9. Implement twin-lite retrieval. 10. Add genomics sidecar. 11. Run external validation and subgroup checks. 12. Package dashboard, reports, model cards, and demo.