The rise of intelligent automation has changed how organizations design, deploy, and scale technology. Robotics systems powered by artificial intelligence are now expected to operate safely in unpredictable environments, collaborate with humans, and deliver consistent value over long lifecycles. These expectations place enormous pressure on development teams and the leaders guiding them. At the center of this evolving landscape stands Michalene Melges, a project leader whose work reflects the growing need for clarity, discipline, and responsibility in AI robotics initiatives.
