With an increasing use of intelligent agents, artificial intelligence, and machine learning, autonomous systems are evolving as intelligent ecosystems with the capacity to routinely upgrade themselves to meet evolving performance and safety needs in dynamic operating environments. Effective and safe performance of autonomous systems must evolve at the “speed of need” to predict and prevent unwanted behaviors and ensure resilience and recovery.