Allen Downey has released Think Linear Algebra, the latest addition to his widely praised series of freely available computer science textbooks. Readers commend his ongoing commitment to open educational resources and discuss the book's unique computational pedagogy. By using Jupyter notebooks to teach matrix multiplication and eigenvectors before basic vector arithmetic, the text takes a deliberate top-down approach to help students reach practical applications faster.