An article exploring constraint solvers through the lens of a practical problem: designing a 1-bit Full-Adder circuit using only NAND gates while minimizing gate count and circuit depth. The author discusses their professional experience applying various constraint-solving techniques to distributed systems verification, mechatronic design, and parameter optimization.