Redacted excerpt; full evidence withheld. $ cd && git log --oneline -1 2>/dev/null; ls -la; cat README.md 2>/dev/null | head -200 exit: 0 rmulas recovered and lower R² throughout — it optimises tree-model lift, not equations. - Heavy-tailed noise (Student t(2), infinite variance): exact formula recovered at R² 0.956 vs LightGBM 0.866 — the permutation test is distribution-free, so heavy tails cost it nothing. - Known boundaries, measured: on piecewise targets trees win outright (LightGBM 0.998 vs 0.808 — if a tree model beats beamfeat by a wide margin, the signal is likely piecewise, not algebraic; OpenFE records 0.998 there too, but bit-identically to raw LightGBM and from a feature touching [excerpt truncated]