Implemented structural repairs for unit plan generation (stripping part suffixes and rebalancing plan week coverage per course duration) to resolve AI under-coverage issues. Updated API handlers for exam patterns to use centralized library functions, ensuring consistency. Additionally added a robust interactive demo seeder (scripts/final-demo/demo-seed.ts) and associated helper modules to streamline end-to-end testing and demonstrations.