Abstract: There is described herein a system for autonomous content optimization for the adaptation of graphical interactive content on hardware and devices, utilizing behavioral and performance data across a network to optimize or improve quality and performance on the hardware and devices. In accordance with an embodiment, the ACO system can be configured to autonomously take content for a specific software application and make it perform optimally across a plurality of device types and operating systems and settings.