Microsoft Developing in Agentic AI Systems : GH-600

Pass GH-600 Exam Cram

Exam Code: GH-600

Exam Name: Developing in Agentic AI Systems

Updated: Oct 02, 2026

Q & A: 111 Questions and Answers

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Microsoft GH-600 Exam Syllabus Topics:

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

                                                                                                                                    Microsoft Developing in Agentic AI Systems Sample Questions:

                                                                                                                                    Question #1

                                                                                                                                    You have a repository on github.com that uses the GitHub Copilot coding agent.
                                                                                                                                    You also use the GitHub Copilot CLI locally to reproduce failures and continue the same work from your terminal.
                                                                                                                                    You need to verify the current token usage.
                                                                                                                                    Which Copilot CLI slash command should you run?

                                                                                                                                    • A. /usage
                                                                                                                                    • B. /compact
                                                                                                                                    • C. /diff
                                                                                                                                    • D. /context
                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer: D  🗳️

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

                                                                                                                                    Question #2

                                                                                                                                    You are evaluating how agent1 will behave after you implement the planned changes.
                                                                                                                                    For each of the following statements, select Yes if the statement is true. Otherwise, select No.
                                                                                                                                    NOTE: Each correct selection is worth one point.

                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer:

                                                                                                                                    Question #3

                                                                                                                                    You have a GitHub repository.
                                                                                                                                    You use the GitHub Copilot CLI to run an agentic workflow from the terminal.
                                                                                                                                    During execution, the conversation history approaches the context limit. The agent cannot continue the current session unless the amount of retained context is reduced.
                                                                                                                                    You need to continue the current session without losing all prior progress.
                                                                                                                                    Which Copilot CLI slash command should you run?

                                                                                                                                    • A. /compact
                                                                                                                                    • B. /context
                                                                                                                                    • C. /clear
                                                                                                                                    • D. /yolo
                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer: A  🗳️

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

                                                                                                                                    Question #4

                                                                                                                                    You are analyzing the following agent logs.
                                                                                                                                    2026-03-19 21:00:59.905 [info] ccreq:6343bff1.copilotmd | success | gpt-5.3-codex | 10385ms | [panel/editAgent]
                                                                                                                                    2026-03-19 21:01:09.644 [info] ccreq:4612e90d.copilotmd | success | gpt-5.3-codex | 9806ms | [panel/editAgent]
                                                                                                                                    2026-03-19 21:01:09.856 [info] [ToolCallingLoop] Stop hook result: shouldContinue=false, reasons=undefined
                                                                                                                                    2026-03-19 21:01:30.816 [info] ccreq:9dcd0468.copilotmd | success | gpt-5.3-codex | 5489ms | [panel/editAgent]
                                                                                                                                    2026-03-19 21:01:31.475 [error] Error from tool mcp_microsoftdocs_microsoft_docs_search with args
                                                                                                                                    {"query":"VS Code custom agent name from frontmatter and filename behavior"}:
                                                                                                                                    Cannot read properties of undefined (reading 'invoke'):
                                                                                                                                    TypeError: Cannot read properties of undefined (reading 'invoke')
                                                                                                                                    You need to classify the error in a report for your company's CTO.
                                                                                                                                    How should you classify the error?

                                                                                                                                    • A. Reasoning error
                                                                                                                                    • B. Network issue
                                                                                                                                    • C. Context issue
                                                                                                                                    • D. Tool misuse
                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer: D  🗳️

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

                                                                                                                                    Question #5

                                                                                                                                    You have a GitHub Enterprise organization that has Copilot memory enabled.
                                                                                                                                    You create a new repository.
                                                                                                                                    What are two ways that memories will be deleted from the repository? Each correct answer presents a complete solution.
                                                                                                                                    NOTE: Each correct selection is worth one point.

                                                                                                                                    • A. when the code that created the memory is deleted
                                                                                                                                    • B. automatically after 28 days
                                                                                                                                    • C. when the repository is archived
                                                                                                                                    • D. manually by repository members
                                                                                                                                    • E. when pull requests are merged
                                                                                                                                    Reveal Solution  Discussion  0

                                                                                                                                    Correct Answer: B,D  🗳️

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

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