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- Layer 2 fallback: user tags overlapping with auto-tag categories (HIGH/LOW/I2V/T2V/TI2V/Lightning/Turbo) are merged into auto_tags, providing manual override when filename-based detection fails. Matching is case-insensitive so "high"/"High"/"HIGH" all work. - Refresh on tag edit: save_metadata and add_tags handlers now return recalculated auto_tags in the response; the frontend passes them to VirtualScroller.updateSingleItem so badges update immediately without requiring a page reload. - 8 new test cases for Layer 2 fallback and case-insensitive matching.