&gt;That is not true. It could lead to the most optimal solution.<p>There is no such thing as &quot;the most optimal solution&quot;. Optimality is a human imposition on the world. Fitness functions do not actually exist, they are merely a way for us to conceive of the operation of selection. Evolution is not performing gradient descent.