This work presents an ultra-compact three-way power splitter designed for photonic integrated circuits using topology optimization driven by a custom-developed genetic algorithm. The proposed approach enables global shape reconfiguration within a confined footprint of only 1. Miniaturization of waveguide turns, which are critical part of all optical systems. The power splitter is a device that splits the energy from an input signal into multiple outputs with equal or uneven energy. Thus, many optimization algorithms, which are.