Modern agentic AI differs from traditional chatbots because it can independently execute tasks like accessing APIs, moving data, and managing records. This autonomy introduces significant risks, particularly through shadow AI, where employees deploy unvetted tools that lack proper security oversight or audit trails. To manage these threats, organizations must adopt a unified control plane that continuously discovers hidden agents, enforces least-privilege access, and utilizes automated red teaming. By implementing strict guardrails and transparent logging, industries such as healthcare and the public sector can automate complex workflows while maintaining safety. Ultimately, the source argues that integrating security and governance into a single loop allows businesses to scale AI technology rapidly without sacrificing accountability.