The syllabus follows the Agentic AI and MCP Engineering exam domains, with the most time spent on the heaviest-weighted areas and your weakest topics.
agent architecture and orchestration
MCP protocol, tools, resources, prompts, and transports
context, memory, and RAG
tool authentication, security, and human approval
evaluation, observability, reliability, and cost
Domain weights come from the published exam outline used in PrepKloud projects. We recheck the latest official AI Engineering objectives with you in the first session.