Research proposes a framework, Know Your Agent (KYA), for reconnaissance-driven pentesting of AI agents to identify weaknesses and craft stronger attacks. The framework automates black-box testing by probing agents, building target profiles, and creating more effective attacks. This matters to AI agent operators as it highlights the need for similar reconnaissance techniques to protect against indirect prompt injection attacks.