Libraries in AmigaOS are shared code modules with the .library extension that provide system functions through dynamic linking. They are loaded into memory when needed and shared between multiple running applications, significantly reducing memory usage compared to static linking. Key system libraries include intuition.library for the GUI, graphics.library for drawing operations, and dos.library for file system access.