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Microsoft AI-500 Exam Syllabus Topics:

SectionWeightObjectives
Evaluate, optimize, and monitor multi-agent solutions20-25%- Optimize prompt and model performance
  • 1. Optimize task duration, parallelism, and rate limits
    • 2. Diagnose context window and retrieval issues
      • 3. Implement continuous improvement workflows
        - Design and implement evaluation and validation strategies
        • 1. Implement human review processes using Microsoft Foundry
          • 2. Evaluate memory, knowledge, tools, prompts, and solution quality
            - Implement observability and monitoring
            • 1. Monitor token usage, cost, quotas, and performance
              • 2. Monitor agent health, workflow failures, tracing, and quality regression
                Architect multi-agent solutions15-20%- Design logical architecture for multi-agent solutions
                • 1. Design workflows including agents, subagents, control loops, and human-in-the-loop processes
                  • 2. Design memory architectures including short-term, long-term, and context sharing
                    • 3. Specify agent personas, scopes, boundaries, autonomy levels, and behavioral guidelines
                      • 4. Decompose goals and objectives into workflows, agents, and tools
                        - Specify technology components for multi-agent solutions
                        • 1. Select communication, integration, compute, persistence, observability, and monitoring components
                          • 2. Design Zero Trust security components and identity boundaries
                            • 3. Select developer tools and SDLC environment components
                              Develop multi-agent solutions in Azure30-35%- Implement multi-agent orchestration
                              • 1. Implement human-in-the-loop approval workflows
                                • 2. Implement orchestration frameworks including Microsoft Agent Framework, LangChain, and LangGraph
                                  • 3. Implement orchestration patterns including hub-and-spoke, sequential, parallel, and peer-to-peer
                                    - Implement agent memory, context management, and knowledge integration
                                    • 1. Implement multi-agent memory strategies and lifecycle management
                                      • 2. Design and implement multi-agent RAG architectures
                                        • 3. Integrate knowledge sources including search, MCP, and semantic search
                                          - Build and integrate tool ecosystems
                                          • 1. Build MCP servers and clients
                                            • 2. Integrate external resources using function calling and tool usage
                                              • 3. Design tool error handling and fallback mechanisms
                                                - Design and implement advanced prompt engineering strategies
                                                • 1. Design context-aware multi-agent behaviors
                                                  • 2. Implement fine-tuning strategies for agents and models
                                                    • 3. Implement dynamic context injection and prompt lifecycle management
                                                      Secure, govern, and deploy multi-agent solutions20-25%- Deploy multi-agent solutions to Azure
                                                      • 1. Implement testing, CI/CD, and infrastructure-as-code deployment strategies
                                                        • 2. Choose release methodologies including DTAP, blue/green, and canary
                                                          - Design and implement guardrails
                                                          • 1. Implement guardrails for inputs, tool calls, responses, and outputs
                                                            • 2. Design custom domain-specific guardrails
                                                              - Design and implement security for multi-agent solutions
                                                              • 1. Implement identity, access control, network boundaries, and authentication
                                                                • 2. Manage secrets using Azure Key Vault
                                                                  • 3. Apply shift-left security principles

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