Robinson worked in number theory, even employing very early computers to obtain results. For example, he coded the Lucas–Lehmer primality test to determine whether 2n − 1 was prime for all prime n < 2304 on a SWAC. In 1952, he showed that these Mersenne numbers were all composite except for 17 values of n = 2, 3, 5, 7, 13, 17, 19, 31, 61, 89, 107, 127, 521, 607, 1279, 2203, 2281. He discovered the last five of these Mersenne primes, the largest ones known at the time.
Robinson wrote several papers on tilings of the plane, in particular a clear and remarkable 1971 paper Undecidability and nonperiodicity for tilings of the plane simplifying what had been a tangled theory.
Robinson became a full professor at Berkeley in 1949, retired in 1973, and remained active in his educational interests for the duration of his life having published late in his life:
(age 80 years) Minsky's small universal Turing machine, describing a universal Turing machine with four symbols and seven states;