2. Implement Generative AI and Agentic Solutions (30-35%)

This is the largest slice of the exam, and it's where the first principles from Phase 1 turn into working systems. You'll connect application code to a Foundry project, shape model behavior with prompts and structured output, give a model the ability to act by registering tools, assemble those pieces into agents, coordinate multiple agents, add non-text modalities, and — critically — measure whether any of it actually works. Read every subsection through the agent definition you already built: model + instructions + tools + knowledge + thread.