They will also use platform capabilities such as CNAPP, CSPM, and CWPP to combat tool sprawl, streamline workflows, and centralize their toolkit. They will automate operations with AI to speed up testing, handling errors, and boosting delivery timelines. Collaboration tools and AI assistants will help developers tackle the complexities of security, observability, and infrastructure. They will use AI-derived insights and intelligent automation to navigate components, protocols, and tools. We believe that human judgment should always be involved in AI decisions and that AI should augment human decision-making, not replace it. We will see humans providing checks and balances to ensure that AI is fair, unbiased, and aligned with ethical and moral values.