Month 2025-05: Documentation consistency fixes for notation in matrix-vector and vector-matrix products in numpy/numpy. The work focused on fixing typos to ensure consistent matvec/vecmat terminology, reducing user confusion and enabling more reliable usage of matrix-vector operations. No new features were released this month; the primary impact is improving documentation quality, which supports onboarding, reduces support friction, and enhances trust in the library's mathematical references. All changes are traceable via the two commits listed.