GET YOUR HANDs ON
A Universal Maximization Algorithm
O(Poly(n))

This API will search through a {0,1}^dim search space for maximum.
It appears to have the virtues of gradient descent when possible.
It comes from BlackSwanClassifier's ability to understand Binary to dig.