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| Section | Weight | Objectives |
|---|
| Topic 1: Implement tool use and environment interaction | 20–25% | - Operate agents with safe execution paths and robust error handling
- 1. Implement rollbacks
- 2. Implement retries
- 3. Implement error handling
- 4. Implement escalation paths
- 5. Implement traceability and accountability for agent actions
- Integrate agents within development environments
- 1. Configure an agent to handle environment-specific constraints
- 2. Enable an agent to perform autonomous actions, including creating branches and pull requests
- 3. Configure an agent to use branch-based scope
- 4. Evaluate the execution context for an agent
- 5. Configure an agent's scope to a specific repository
- 6. Configure an agent to be invoked in a CI workflow
- Select and configure agent tools
- 1. Identify required tools
- 2. Configure agent tool permissions
- 3. Configure agent tools
- Configure MCP servers
- 1. Configure MCP registries
- 2. Configure MCP allow lists
- 3. Add an MCP server as a tool to an agent
- 4. Configure a GitHub remote MCP server
|
| Topic 2: Orchestrate multi-agent coordination | 15–20% | - Detect and respond to multi-agent failures and degraded behavior
- 1. Identify failed, partial, or stalled agent executions
- 2. Respond to degraded behavior or coordination across agents
- 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. Configure multi-agent workflows to produce artifacts suitable for review and audit
- 3. Perform post-hoc analysis of multi-agent behavior
- Manage the lifecycle of agents within multi-agent workflows
- 1. Update, reconfigure, or replace agents without disrupting active workflows
- 2. Retire agents while preserving auditability and workflow continuity
- 3. Add agents to existing multi-agent workflows
- Operate and manage multi-agent workflows
- 1. Configure agent isolation for parallel execution
- 2. Apply an orchestration pattern to coordinate multiple agents
- 3. Detect and resolve agent conflicts, including overlapping code changes, duplicated effort, and contradictory outputs
|
| Topic 3: Manage memory, state, and execution | 10–15% | - Ensure continuity of agent memory and state across tools and environments
- 1. Share agent state
- 2. Prevent stale context
- 3. Prevent conflicting context
- Implement agent memory strategies
- 1. Scope agent memory to task-relevant information
- 2. Choose between short-term, long-term, and external memory
- 3. Define memory expiration, pruning, and reset rules
- 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
|
| Topic 4: Prepare agent architecture and SDLC processes | 15–20% | - 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
- Define boundaries between planning, reasoning, and action
- 1. Prevent agent action until the agent checks and approves
- 2. Validate agent plans
- 3. Configure agent planning to be distinct from agent execution
- 4. Configure an agent to output a structured plan
- Integrate agents into the software development lifecycle (SDLC)
- 1. Define inputs, outputs, and success criteria for agents
- 2. Identify and mitigate common anti-patterns in agents
- 3. Identify steps for agents to perform
|
| Topic 5: Implement guardrails and accountability | 10–15% | - 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
- Implement guardrails and human-in-the-loop workflows
- 1. Scope permissions and execution contexts to enforce least-privilege access
- 2. Preserve execution velocity by minimizing approvals that do not materially reduce risk
- 3. Identify the subset of actions that require human judgment
- 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 6: Perform evaluation, error analysis, and tuning | 15–20% | - 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. 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
- Tune agent behavior based on evaluation results
- 1. Revise instructions, workflows, or constraints
- 2. Refine memory usage
- 3. Refine tool usage and tool access
|
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Microsoft Developing in Agentic AI Systems Sample Questions (Q110-Q115):
NEW QUESTION # 110
You are running the GitHub Copilot CLI and want the agent to execute file edits and shell commands without prompting for confirmation on each individual action, during a trusted throwaway sandbox session. Which flag/command should you use?
- A. /compact
- B. --allow-all
- C. --agent=Task
Answer: B
Explanation:
The correct selection is --allow-all. GitHub Copilot CLI uses a permission model for potentially consequential operations such as invoking tools, modifying files, accessing filesystem paths, running shell commands, and reaching external URLs. Normally, these operations can require explicit approval. The --allow-all startup option grants all available permissions for the session, allowing Copilot to execute those operations without prompting for approval on each individual action. GitHub also provides --yolo as an alias for the same permission configuration.
This option is appropriate only when the execution environment is sufficiently isolated and trusted. GitHub specifically recommends using broad permissions in a sandbox or similarly disposable environment because the agent can modify or delete files and execute commands autonomously once approval barriers are removed.
/compact manages conversation context rather than permissions. --agent=Task selects an agent profile and does not globally pre-authorize tool execution. The GH-600 study guide explicitly assesses configuring agent tools, tool permissions, execution contexts, and safe autonomous actions, making permission scoping a core operational skill.
Study Guide Reference Topics: Implement Tool Use and Environment Interaction; configure agent tool permissions; evaluate execution context; safe autonomous execution.
NEW QUESTION # 111
Hotspot Question
You have a GitHub repository that uses GitHub Actions for CI.
Your team is piloting the GitHub Copilot coding agent to autonomously create branches and open pull requests. The repository follows trunk-based development that uses main as the default branch.
You need to ensure that the agent meets the following requirements:
- Changes to main can occur only by using pull requests that have at
least one approval.
- When a pull request is opened, a validation workflow runs, and the
agent can still create branches and open pull requests autonomously.
How should you configure the repository? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.

Answer:
Explanation:

Explanation:
Box 1: Enabled
To meet the requirements, the Branch protection rule (main) - Require pull request before merging must be Enabled. This forces everyone-including GitHub Actions and AI agents-to create a branch and open a pull request first.
Box 2: on: pull_request
To allow your GitHub Copilot agent to autonomously open PRs while maintaining branch protection, you must trigger your validation workflow on the pull_request event.
Bypasses Protection: Agents cannot push directly to main due to your branch protection rule.
They must create a feature branch and open a PR.Triggers on Creation: The pull_request trigger fires automatically the moment the agent opens a PR.Runs in Isolation: It validates the merged result of the agent's branch and main before any actual code is merged.
Reference:
https://tutorialsdojo.com/github-copilot-coding-agent/
NEW QUESTION # 112
You need to troubleshoot the issue reported by Dev1.
What should you review?
- A. The agent session log in the Agents panel.
- B. The GITHUB_TOKEN permissions block in the agent1 workflow.
- C. The GitHub Actions usage metrics of repo1.
- D. The GitHub Actions runner log for the session job.
Answer: A
NEW QUESTION # 113
Hotspot Question
You have a GitHub Enterprise organization that uses GitHub Copilot.
You discover that GitHub Copilot Chat responses in Microsoft Visual Studio Code are influenced by earlier, unrelated troubleshooting prompts from the same conversation.
You need to ensure that the Copilot Chat conversation context is limited to information relevant to the current work item. The solution must minimize effort.
What should you do? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.

Answer:
Explanation:

Explanation:
Box 1: Start a new chat.
Clear the chat session or start a new conversation thread.
Context Reset: Erases the short-term conversation history completely.
Zero Overhead: Requires no configuration changes or administrative interventions.
Fresh State: Forces Copilot to focus only on newly provided code and prompts.
Box 2: Open related files and close unrelated files.
To keep GitHub Copilot Chat focused on the current work item with the minimum amount of effort, you should open related files and close unrelated files.
GitHub Copilot Chat automatically uses the open files and active tabs in your IDE as its immediate context. By closing unrelated files and keeping only relevant code files open, you instantly clean up the context window and force Copilot to focus solely on your current task without needing to modify complex settings.
Reference:
https://docs.github.com/en/copilot/how-tos/troubleshoot-copilot/troubleshoot-common-issues
NEW QUESTION # 114
Your team uses a remote GitHub Model Context Protocol (MCP) server for workflows in the software development life cycle (SDLC).
You need to commit a workspace-scoped MCP configuration to ensure that GitHub Copilot can connect to the GitHub-hosted MCP endpoint and authenticate by using a GitHub personal access token (PAT).
How should you complete the mcp.json configuration file? To answer, drag the appropriate values to the correct targets. Each value may be used once, more than once, or not at all. You may need to drag the split bar between panes or scroll to view content.
NOTE: Each correct selection is worth one point.

Answer:
Explanation:

NEW QUESTION # 115
......
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