01Automated field name translation between Akoya and KINTSUGI schemas
02Fuzzy matching for filter sets with ±10 nm tolerance
03Validation logic to prevent silent field dropping during data loading
04Intelligent wavelength mapping from flat lists to excitation/emission pairs
05Automatic assignment of refractive index (1.44) for uncleared tissue
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