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• Optimized core utility functions to reduce memory overhead in high-concurrency environments.
• Fixed a compatibility issue where type hints in the string formatting module caused runtime errors under Python 3.12.
• Enhanced internal error handling for filesystem operations to provide more granular exception stack traces.