Incorporating dynamic obstacles in agent navigation scenarios goes beyond traditional static environments by introducing a layer of unpredictability and real-world complexity. Dynamic obstacles, such as moving humanoid figures, add a level of challenge that requires agents to adapt their navigation strategies in real-time. This enhancement forces agents to consider not only the current state of the environment but also anticipate future movements and adjust their paths accordingly. By navigating around dynamic obstacles, agents improve their collision avoidance skills, spatial reasoning abilities, and overall adaptability in changing environments. This dynamic element mirrors real-world scenarios where objects are not stationary but move unpredictably, preparing agents for more practical applications where they must navigate through crowded or constantly changing spaces.