Core Problem & Solution - The primary concern is concentration risk, highlighted by a cooling issue-induced outage, emphasizing the impact of single points of failure [1] - Redundancy, multiple vendors, and an open platform are crucial for mitigating risks associated with single points of failure in digital infrastructure [3] - A hybrid environment, encompassing physical, virtual, and multi-cloud setups, is essential due to the difficulty in pinpointing single points of failure [4][5] - Optionality, including redundant systems and the capability to operate on-site, remotely, and via multiple clouds, is vital [10] AI's Role & Challenges - AI presents both opportunities and challenges in digital infrastructure, requiring a redefinition of security approaches [6][8] - AI's journey involves enhancing humans, replacing humans, and utilizing agents, each phase introducing new security considerations [7] - AI models are probabilistic, not deterministic, and adversaries with fewer constraints can exploit AI technologies, necessitating proactive security measures [11][12] - A full-stack security approach for AI is needed, considering the entire journey and how adversaries leverage AI [13] Redundancy & Technological Fixes - Redundancy is a fundamental solution, but optionality and architectural considerations are also important [9][10] - There is no "silver bullet" technological fix; a combination of redundancy, optionality, and architectural design is necessary [9][11]