Welchman was initially head of Hut Six, the section at Bletchley Park responsible for breaking German Army and Air Force Enigma ciphers. During his time at Bletchley, Welchman opposed engineer Tommy Flowers' efforts on the Colossus computer (the world's first programmable electronic computer) because Colossus used vacuum tubes.