Area 2 of 5 · 30–35% of exam

Generative AI & agentic solutions

Build gen-AI apps and agents: RAG, tools, MCP, multi-agent, optimization. Heaviest area.

Build generative AI apps

Endpoints, SDKs, Responses API, tools, RAG, evaluation. · ~3 min

Build agents with Foundry

Agent Service, tools, MCP, Foundry IQ, publishing, security. · ~3 min

Multi-agent: workflows, Agent Framework, A2A

Foundry workflows + Power Fx, orchestration patterns, A2A protocol. · ~3 min

Optimize & operationalize

Prompt engineering, parameters, fine-tuning, observability. · ~2 min