5 CONTENTS Introduction 8 What the Private Sector can Learn 36 Conclusion and Forward-Looking Discussion 41 Notes 42 Bibliography 44 Reference List and Further Reading 46 Appendix 47 Understanding Gen-AI in the Current Context of the DOD Balancing Optimization and Resiliency Through Red Teaming 10 14 A Framework for Conducting a Successful Gen-AI Integration Evaluation Architecture Execution 17 18 27 34 Generative AI Adoption in the US Military