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The software is designed for use on a Windows computer. This software helps hopefuls improve their performance on subsequent attempts by recording and analyzing Developing in Agentic AI Systems (GH-600) exam results. Like the actual Microsoft GH-600 Certification Exam, Developing in Agentic AI Systems (GH-600) practice exam software has a certain number of questions and allocated time to answer.
| Section | Weight | Objectives |
|---|
| Implement tool use and environment interaction | 20-25% | - Integrate agents within development environments
- 1. Configure an agent to use branch-based scope
- 2. Configure an agent to be invoked in a CI workflow
- 3. Evaluate the execution context for an agent
- 4. Enable an agent to perform autonomous actions, including creating branches and pull requests
- 5. Configure an agent to handle environment-specific constraints
- 6. Configure an agent's scope to a specific repository
- Configure MCP servers
- 1. Configure MCP allow lists
- 2. Add an MCP server as a tool to an agent
- 3. Configure a GitHub remote MCP server
- 4. Configure the MCP registries
- Operate agents with safe execution paths and robust error handling
- 1. Implement error handling
- 2. Implement retries
- 3. Implement rollbacks
- 4. Implement escalation paths
- 5. Implement traceability and accountability for agent actions
- Select and configure agent tools
- 1. Configure agent tool permissions
- 2. Identify required tools
- 3. Configure agent tools
|
| Implement guardrails and accountability | 10-15% | - Implement guardrails and human-in-the-loop workflows
- 1. Scope permissions and execution contexts to enforce least-privilege access
- 2. Require explicit authorization or controlled paths for irreversible or compliance-sensitive changes
- 3. Preserve execution velocity by minimizing approvals that do not materially reduce risk
- 4. Identify the subset of actions that require human judgment
- 5. Block actions that violate defined security, compliance, or Responsible AI policies
- 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
|
| Orchestrate multi-agent coordination | 15-20% | - 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. Document key decisions, handoffs, and outcomes across agents
- 2. Perform post-hoc analysis of multi-agent behavior
- 3. Configure multi-agent workflows to produce artifacts suitable for review and audit
- 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. 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
|
| Prepare agent architecture and SDLC processes | 15-20% | - Integrate agents into the software development lifecycle (SDLC)
- 1. Identify and mitigate common anti-patterns in agents
- 2. Define inputs, outputs, and success criteria for agents
- 3. Identify steps for agents to perform
- Define boundaries between planning, reasoning, and action
- 1. Validate agent plans
- 2. Configure an agent to output a structured plan
- 3. Prevent agent action until the agent checked and approved
- 4. Configure agent planning to be distinct from agent execution
- Configure observability and control for autonomous agents
- 1. Configure agents to produce inspectable artifacts within standard development tooling
- 2. Plan and implement the degree of agent autonomy, including guardrails
- 3. Configure human intervention for autonomous agents without slowing delivery
|
| Manage memory, state, and execution | 10-15% | - Persist agent state and manage context drift
- 1. Detect and correct drift during extended agent execution
- 2. Capture task progress and decisions as durable artifacts
- 3. Resume agent work without repeating steps or diverging from prior decisions
- Implement agent memory strategies
- 1. Define memory expiration, pruning, and reset rules
- 2. Choose between short-term, long-term, and external memory
- 3. Scope agent memory to task-relevant information
- Ensure continuity of agent memory and state across tools and environments
- 1. Prevent stale context
- 2. Prevent conflicting context
- 3. Share agent state
|
| Perform evaluation, error analysis, and tuning | 15-20% | - 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
- Define success criteria and evaluation signals for agent tasks
- 1. Identify qualitative and quantitative evaluation signals to evaluate agents
- 2. Generate evaluation signals by using automated scanning tools
- 3. Specify expected outcomes and operational constraints for agent tasks
- 4. Align evaluation criteria with development intent
- Tune agent behavior based on evaluation results
- 1. Refine memory usage
- 2. Refine tool usage and tool access
- 3. Revise instructions, workflows, or constraints
|
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Microsoft Developing in Agentic AI Systems Sample Questions (Q71-Q76):
NEW QUESTION # 71
An enterprise administrator wants to audit which repositories have had Copilot coding agent- created pull requests over the last 30 days. Where should the administrator look?
- A. Organization audit log
- B. MCP server logs
- C. .copilotignore file
- D. copilot-setup-steps.yml
Answer: A
Explanation:
GitHub's organization/enterprise audit log records agent activity, including pull requests created by the Copilot coding agent, giving administrators visibility for compliance and governance purposes.
NEW QUESTION # 72
You have a GitHub Actions workflow that starts multiple agent jobs in parallel.
You need to prevent two runs in the same job from executing simultaneously on the same branch. The solution must ensure, at most, one running instance and one pending instance per branch.
What should you add to the job?
- A. jobs.<job_id>.strategy.matrix: [1]
- B. jobs.<job_id>.concurrency.group: ci-${{ github.ref }}
- C. jobs.<job_id>.concurrency.cancel-in-progress: ${{ !contains(github.ref, 'release/') }}
- D. jobs.<job_id>.strategy.max-parallel: 1
Answer: B
Explanation:
A job-level concurrency group coordinates executions that share the same group value across workflow runs. The expression ci-${{ github.ref }} places executions for the same ref into the same group while allowing other refs to use independent groups.
Under the default concurrency behavior, a group permits at most one running execution and one pending execution. When another execution enters an occupied group, it becomes pending; an existing pending execution can be replaced by the newer one. This is a concurrency limit rather than a guarantee that every queued execution will eventually run.
The strategy.max-parallel setting controls simultaneous jobs generated by a matrix within a workflow run. It does not establish the required coordination between separate workflow runs. A matrix definition also does not create a shared concurrency lock. The cancel-in-progress property controls whether an active execution is cancelled, but a cancellation expression alone does not define the necessary group.
Group names should be chosen carefully when multiple jobs or workflows share a repository, because identical names can coordinate those executions too.
Study-guide topics: job synchronization, concurrency groups, and bounded execution. Reference: GitHub Actions-Workflow syntax: job concurrency.
NEW QUESTION # 73
You are architecting an agentic AI system and need the agent's tool-calling behavior to be constrained so it can only call a specific allow-listed set of MCP tools, never arbitrary ones. What should you configure?
- A. Repository ruleset
- B. .copilotignore
- C. Tool/server allow-list in the MCP client configuration
- D. /usage
Answer: C
Explanation:
MCP client configurations (e.g., in VS Code settings or the CLI config) allow administrators to explicitly allow-list which MCP servers/tools an agent may invoke, restricting the attack surface and preventing unintended tool use.
NEW QUESTION # 74
You have a GitHub Enterprise Cloud repository that uses GitHub Actions for CI and requires pull requests for all changes.
You are planning a GitHub Actions workflow where a coding agent drafts implementation changes and tests from GitHub issues, and an automated review runs before human review.
You need the agent to draft changes from an assigned issue, open a pull request, and add an automated review to the pull request before requesting a human review.
What should you do? To answer, select the appropriate options in the answer area.

Answer:
Explanation:

NEW QUESTION # 75
An agentic coding session in the terminal has grown too long, and you want to discard all prior conversation history and start clean, without summarization. Which slash command should you run?
- A. /reset-context
- B. /clear
- C. /compact
- D. /usage
Answer: B
Explanation:
/clear wipes the entire conversation history and starts a fresh session. This differs from /compact, which summarizes history to save tokens while retaining prior progress.
NEW QUESTION # 76
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