Autonomous AI agents accelerate task automation but introduce critical operational security risks, such as prompt injection and tool abuse, that standard cybersecurity frameworks often fail to address. This essential guide provides a new playbook for agentic AI security, detailing how to build secure agents from the ground up and offering a checklist of six must-have controls, including execution isolation and tool-use security, to constrain autonomy and mitigate risk.