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- Sort all ranked projects by compositeScore descending so highest-rated projects always appear first (instead of relying on AI's inconsistent rank order) - Deduplicate AI ranking response (AI sometimes returns same project multiple times) - Deduplicate ranking entries and reorder IDs on dashboard load as defensive measure - Show advancement cutoff line only once (precompute last advancing index) - Override badge only shown when admin has actually drag-reordered (not on fresh rankings) Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>