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- Rename shorthand variables to explicit names (sp -> spec, aid -> asset_id, etc.) - Move imports to top of file - Add TypedDict definitions for AssetRow, CacheStateRow, AssetInfoRow, TagRow, MetadataRow - Replace bare dict types with typed alternatives Amp-Thread-ID: https://ampcode.com/threads/T-019c316d-13f7-77f8-b92b-ea7276c3e09c Co-authored-by: Amp <amp@ampcode.com>