This planning project will integrate several existing wireless testbeds that encompass a wide range of radio frequency bands and communication techniques into a cohesive, software-defined virtual platform, offering novel capabilities. The project will create a strategic plan for testbed design, integration and workforce development. The base design of existing testbeds, once integrated, will form preliminary results for a highly scalable community infrastructure. By adapting existing testbeds as a prototype for incorporating AI-driven capabilities, the team expects new competencies to be spawned for US-based academic and industrial partners that build toward the national interests of economic development in emerging 6G and next-generation networking markets. The proposed testbed will integrate wireless testbeds at collaborating institutions into a single ultra-broadband, multifunctional, and uniquely capable platform for emerging experiments under AI control. The overarching goal is enabling cross-level autonomy and cognition in wireless systems. During this project, the team will develop a plan that helps with long-term goals of a unified wireless testbed infrastructure, including creating software and hardware tools necessary to provide a single-stop solution for researchers to deploy and run multi-site experiments, and developing the tools necessary to run AI solutions both within and across individual network layers, and multi-site experiments with real-time data strea