Description: An unstructured environment refers to a space or context where there are no predefined rules, patterns, or designs guiding the behavior of a system, in this case, a robot. This type of environment is unpredictable and can change constantly, posing a significant challenge for robotics. Robots operating in unstructured environments must be able to adapt to unforeseen situations, interpret sensory data in real-time, and make autonomous decisions. The main characteristics of these environments include variability in the arrangement of objects, the presence of unexpected obstacles, and a lack of complete information about the environment. The relevance of unstructured environments lies in their similarity to real-world situations, where robots must interact with humans and other systems under conditions that cannot be fully anticipated or controlled. This requires the development of advanced algorithms for perception, machine learning, and planning, enabling robots to navigate and perform tasks effectively under uncertain conditions.