Microsoft GH-600 : Developing in Agentic AI Systems

GH-600 real exams

Exam Code: GH-600

Exam Name: Developing in Agentic AI Systems

Updated: Oct 03, 2026

Q & A: 111 Questions and Answers

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Microsoft GH-600 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Implement guardrails and accountability10-15%- Implement guardrails and human-in-the-loop workflows
  • 1. Scope permissions and execution contexts to enforce least-privilege access
    • 2. Identify the subset of actions that require human judgment
      • 3. Require explicit authorization or controlled paths for irreversible or compliance-sensitive changes
        • 4. Preserve execution velocity by minimizing approvals that do not materially reduce risk
          • 5. Block actions that violate defined security, compliance, or Responsible AI policies
            - Define autonomy levels
            • 1. Assign autonomy levels to maximize delivery speed while remaining compliant with organizational security and Responsible AI standards
              • 2. Classify agent actions by operational, security, and compliance risk to right-size human interventions
                Topic 2: Perform evaluation, error analysis, and tuning15-20%- Tune agent behavior based on evaluation results
                • 1. Revise instructions, workflows, or constraints
                  • 2. Refine tool usage and tool access
                    • 3. Refine memory usage
                      - Define success criteria and evaluation signals for agent tasks
                      • 1. Identify qualitative and quantitative evaluation signals to evaluate agents
                        • 2. Specify expected outcomes and operational constraints for agent tasks
                          • 3. Generate evaluation signals by using automated scanning tools
                            • 4. Align evaluation criteria with development intent
                              - Analyze agent failures and identify root causes
                              • 1. Classify root causes, including reasoning errors, tool misuse, and context or environment issues
                                • 2. Identify failures by using logs, plans, traces, outputs, and workflow artifacts
                                  Topic 3: Manage memory, state, and execution10-15%- Persist agent state and manage context drift
                                  • 1. Capture task progress and decisions as durable artifacts
                                    • 2. Detect and correct drift during extended agent execution
                                      • 3. Resume agent work without repeating steps or diverging from prior decisions
                                        - Ensure continuity of agent memory and state across tools and environments
                                        • 1. Prevent stale context
                                          • 2. Prevent conflicting context
                                            • 3. Share agent state
                                              - Implement agent memory strategies
                                              • 1. Define memory expiration, pruning, and reset rules
                                                • 2. Scope agent memory to task-relevant information
                                                  • 3. Choose between short-term, long-term, and external memory
                                                    Topic 4: Implement tool use and environment interaction20-25%- Integrate agents within development environments
                                                    • 1. Configure an agent to handle environment-specific constraints
                                                      • 2. Configure an agent to be invoked in a CI workflow
                                                        • 3. Evaluate the execution context for an agent
                                                          • 4. Configure an agent's scope to a specific repository
                                                            • 5. Configure an agent to use branch-based scope
                                                              • 6. Enable an agent to perform autonomous actions, including creating branches and pull requests
                                                                - Select and configure agent tools
                                                                • 1. Identify required tools
                                                                  • 2. Configure agent tools
                                                                    • 3. Configure agent tool permissions
                                                                      - Operate agents with safe execution paths and robust error handling
                                                                      • 1. Implement retries
                                                                        • 2. Implement traceability and accountability for agent actions
                                                                          • 3. Implement escalation paths
                                                                            • 4. Implement rollbacks
                                                                              • 5. Implement error handling
                                                                                - Configure MCP servers
                                                                                • 1. Configure a GitHub remote MCP server
                                                                                  • 2. Configure the MCP registries
                                                                                    • 3. Configure MCP allow lists
                                                                                      • 4. Add an MCP server as a tool to an agent
                                                                                        Topic 5: Orchestrate multi-agent coordination15-20%- Configure observability for multi-agent behavior by using logs, artifacts, and operational signals
                                                                                        • 1. Configure multi-agent workflows to produce artifacts suitable for review and audit
                                                                                          • 2. Document key decisions, handoffs, and outcomes across agents
                                                                                            • 3. Perform post-hoc analysis of multi-agent behavior
                                                                                              - Manage the lifecycle of agents within multi-agent workflows
                                                                                              • 1. Add agents to existing multi-agent workflows
                                                                                                • 2. Retire agents while preserving auditability and workflow continuity
                                                                                                  • 3. Update, reconfigure, or replace agents without disrupting active workflows
                                                                                                    - Operate and manage multi-agent workflows
                                                                                                    • 1. Configure agent isolation for parallel execution
                                                                                                      • 2. Detect and resolve agent conflicts, including overlapping code changes, duplicated effort, and contradictory outputs
                                                                                                        • 3. Apply an orchestration pattern to coordinate multiple agents
                                                                                                          - Detect and respond to multi-agent failures and degraded behavior
                                                                                                          • 1. Identify failed, partial, or stalled agent executions
                                                                                                            • 2. Implement multi-agent recovery patterns, including rollback and human-in-the-loop
                                                                                                              • 3. Respond to degraded behavior or coordination across agents
                                                                                                                Topic 6: Prepare agent architecture and SDLC processes15-20%- Configure observability and control for autonomous agents
                                                                                                                • 1. Configure human intervention for autonomous agents without slowing delivery
                                                                                                                  • 2. Plan and implement the degree of agent autonomy, including guardrails
                                                                                                                    • 3. Configure agents to produce inspectable artifacts within standard development tooling
                                                                                                                      - Integrate agents into the software development lifecycle (SDLC)
                                                                                                                      • 1. Identify steps for agents to perform
                                                                                                                        • 2. Identify and mitigate common anti-patterns in agents
                                                                                                                          • 3. Define inputs, outputs, and success criteria for agents
                                                                                                                            - Define boundaries between planning, reasoning, and action
                                                                                                                            • 1. Prevent agent action until the agent checked and approved
                                                                                                                              • 2. Validate agent plans
                                                                                                                                • 3. Configure agent planning to be distinct from agent execution
                                                                                                                                  • 4. Configure an agent to output a structured plan

                                                                                                                                    Microsoft Developing in Agentic AI Systems Sample Questions:

                                                                                                                                    Question #1

                                                                                                                                    You need to enable Copilot memory to support the planned changes.
                                                                                                                                    What should you configure?

                                                                                                                                    • A. The agent profile of agent1
                                                                                                                                    • B. The Copilot settings of the organization
                                                                                                                                    • C. The personal Copilot settings of each developer
                                                                                                                                    • D. The Copilot settings of each repository
                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer: B  🗳️

                                                                                                                                    Question #2

                                                                                                                                    You have a GitHub Copilot coding agent that has completed a pull request for a security fix in your repository.
                                                                                                                                    Before merging, you need to evaluate the quality of the agent's work by using both automated evaluation signals and human review.
                                                                                                                                    You review the session log and the pull request.
                                                                                                                                    What are two automated security scanning signals available for the pull request? Each correct answer presents a complete solution.
                                                                                                                                    NOTE: Each correct selection is worth one point.

                                                                                                                                    • A. Dependency alerts that identify vulnerable package versions in the repository
                                                                                                                                    • B. CodeQL findings that identify security vulnerabilities in the generated code
                                                                                                                                    • C. Linting errors from the repository's CI pipeline configured in GitHub Actions
                                                                                                                                    • D. The detection of hardcoded secrets, such as API keys and tokens
                                                                                                                                    • E. The median time to merge metric reported on the Copilot usage metrics dashboard
                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer: B,D  🗳️

                                                                                                                                    Explanation: Only visible for Prep4cram members. You can sign-up / login (it's free).

                                                                                                                                    Question #3

                                                                                                                                    You have a GitHub repository that uses the GitHub Copilot coding agent.
                                                                                                                                    The agent is assigned to a long-running issue and has already opened a draft pull request linked to the issue. The pull request timeline shows Copilot started work and the pull request description shows periodic status updates.
                                                                                                                                    After 70 minutes, the pull request stops receiving new commits, and the agent session log indicates that the session has timed out. In a pull request comment thread, the agent then proposes changes that no longer match the latest repository guidance.
                                                                                                                                    You need to resume execution in a way that reestablishes the correct context and produces new commits in the existing draft pull request.
                                                                                                                                    What should you do?

                                                                                                                                    • A. Create a new issue and assign the issue to Copilot.
                                                                                                                                    • B. Close and reopen the issue.
                                                                                                                                    • C. Post a pull request comment that mentions @copilot.
                                                                                                                                    • D. Select Approve and run workflows in the pull request merge box.
                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer: C  🗳️

                                                                                                                                    Explanation: Only visible for Prep4cram members. You can sign-up / login (it's free).

                                                                                                                                    Question #4

                                                                                                                                    Your company uses GitHub Copilot Enterprise.
                                                                                                                                    Developers use GitHub Copilot agent mode in Microsoft Visual Studio Code on their laptops and Copilot Chat on github.com when they are away from their laptops.
                                                                                                                                    When switching between environments, the developers notice that agent workflows lose continuity because the tools available in Visual Studio Code are unavailable on github.com.
                                                                                                                                    You need to ensure that the agent tools and state are available consistently across environments and can be used from any device without local setup.
                                                                                                                                    What should you do for each requirement? To answer, drag the appropriate actions to the correct requirements.

                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer:

                                                                                                                                    Question #5

                                                                                                                                    You have a GitHub repository that runs an agentic software development lifecycle workflow by using GitHub Actions. The workflow uses the following three executors implemented as scripts: spec_analyzer, risk_reviewer, and plan_merger.
                                                                                                                                    You need to coordinate multiple specialized agents so that analysis and risk review run in parallel and then a final executor merges the outputs into a single plan. The orchestration pattern must fan out one request to multiple executors and then fan in the results to a final executor.
                                                                                                                                    How should you complete the workflow definition? To answer, drag the appropriate values to the correct targets.

                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer:

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