POSSIBLE SOLUTION(S)

We solve the problem for general circle of radius R and ignore the depth.

(1) Cuts parallel to each other.

(2) Cuts as secant lines meeting at one point.

(3) Cuts meeting at the intersection of a "T" interior to the cake.

Solution of tangential circles mentioned in the Extensions section.

We could not resist!