In the article we study a controlled Continuous Time Random Walk and their position-dependent extensions. We heuristically derive the optimal payo function equa- tions for their scaling limits. The general equation for the corresponding optimal payo of the limiting process may be called a fractional Hamilton Jacobi Bellman equation. This paper is an improved version of the preprint [1].