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refactor: architecture cleanup and NaN handling improvements
- Update release metrics: 106 commits, 3,907 tests passed, 25 new functions - Add architecture section documenting ILKernelGenerator design - Clean up DefaultEngine operations with consistent NaN handling - Standardize NPTypeCode usage across math/statistics operations - Add NumSharpException for better error handling - Update exception messages to use nameof() consistently - Add IN_REMOVAL_TEST_DISTRIBUTION.md documenting test migration - Add PR573_FILE_SUMMARY.md with PR overview - Refactor type handling in reduction/unary/binary operations
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