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- Add aiPreview mutation with full project/juror data (bios, descriptions, documents, categories, ocean issues, countries, team sizes) - Increase AI description limit from 300 to 2000 chars for richer context - Update GPT system prompt to use all available data fields - Add mode toggle (AI default / Algorithm fallback) in assignment preview - Lift AI mutation to parent page for background generation persistence - Show visual indicator on page while AI generates (spinner + progress card) - Toast notification with "Review" action when AI completes - Staggered reveal animation for assignment results (streaming feel) - Fix assignment balance with dynamic penalty (25pts per existing assignment) Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>