When we move from pencil‑and‑paper linear algebra to a computer, two new questions become important: how fast can we solve the problem, and how much can we trust the answer? This chapter shows the practical side of algorithm design — from counting operations to controlling errors — and then shows how the same matrix arithmetic can hide a secret message using a Hill cipher.