Beyond prediction: Assessing stability in feature selection methods for materials science applications

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The first compilation of the test suite: 3 PASS, 6 FAIL. The culprit: sqfile(64) returned 0 instead of 8. The \numexpr rounding bug (63/8 gives 8 in TeX, not 7) had silently corrupted every file/rank extraction. The agent rewrote coordinate math using precomputed lookup tables. After the fix: all 23 tests pass.

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