This activity covers the design of an “AI Certification Helper” agent that recommends Microsoft AI certifications based on role and career goals, using only official Microsoft sources and explaining real-world value rather than offering generic suggestions. The agent guides users through prerequisite logic, proposes fundamentals-first pathways (e.g., Copilot, Microsoft 365, Power Platform), and generates structured learning resources such as weekly three-month study plans, checklists, and Word documents, refined through iterative testing and feedback.