Historically, the idea of homeostasis comes from biology, originally describing how animals keep their body conditions stable, like temperature or blood sugar. Bringing this into AI is a newer trend, blending biology with computer science. Early AI focused more on fixed rules and logic, but as AI grew more complex, researchers borrowed from living systems. This shows how ideas from nature can inspire technology and how lessons from biology help us build smarter machines.