The filtering logic has been streamlined, adding enhanced query support for filters involving tags, authors, kinds, and their combinations. Introduced new utility methods for deduplication, intersection, and sorting to improve efficiency in handling event serials. Adjusted indexing structures and encoding for better modularity and readability.