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| Section | Weight | Objectives |
|---|
| Topic 1: Orchestrate multi-agent coordination | 15-20% | - Operate and manage multi-agent workflows
- 1. Detect and resolve agent conflicts, including overlapping code changes, duplicated effort, and contradictory outputs
- 2. Configure agent isolation for parallel execution
- 3. Apply an orchestration pattern to coordinate multiple agents
- Detect and respond to multi-agent failures and degraded behavior
- 1. Respond to degraded behavior or coordination across agents
- 2. Implement multi-agent recovery patterns, including rollback and human-in-the-loop
- 3. Identify failed, partial, or stalled agent executions
- 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
|
| Topic 2: Implement tool use and environment interaction | 20-25% | - Integrate agents within development environments
- 1. Enable an agent to perform autonomous actions, including creating branches and pull requests
- 2. Evaluate the execution context for an agent
- 3. Configure an agent to be invoked in a CI workflow
- 4. Configure an agent to use branch-based scope
- 5. Configure an agent's scope to a specific repository
- 6. Configure an agent to handle environment-specific constraints
- 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
- Select and configure agent tools
- 1. Identify required tools
- 2. Configure agent tools
- 3. Configure agent tool permissions
- Configure MCP servers
- 1. Configure the 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 3: Perform evaluation, error analysis, and tuning | 15-20% | - 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
- Define success criteria and evaluation signals for agent tasks
- 1. Specify expected outcomes and operational constraints for agent tasks
- 2. Identify qualitative and quantitative evaluation signals to evaluate agents
- 3. Align evaluation criteria with development intent
- 4. Generate evaluation signals by using automated scanning tools
|
| Topic 4: Manage memory, state, and execution | 10-15% | - Implement agent memory strategies
- 1. Choose between short-term, long-term, and external memory
- 2. Define memory expiration, pruning, and reset rules
- 3. Scope agent memory to task-relevant information
- 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
- Ensure continuity of agent memory and state across tools and environments
- 1. Prevent stale context
- 2. Share agent state
- 3. Prevent conflicting context
|
| Topic 5: Prepare agent architecture and SDLC processes | 15-20% | - 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
- Configure observability and control for autonomous agents
- 1. Plan and implement the degree of agent autonomy, including guardrails
- 2. Configure human intervention for autonomous agents without slowing delivery
- 3. Configure agents to produce inspectable artifacts within standard development tooling
- Define boundaries between planning, reasoning, and action
- 1. Prevent agent action until the agent checked and approved
- 2. Configure agent planning to be distinct from agent execution
- 3. Validate agent plans
- 4. Configure an agent to output a structured plan
|
| Topic 6: Implement guardrails and accountability | 10-15% | - Implement guardrails and human-in-the-loop workflows
- 1. Require explicit authorization or controlled paths for irreversible or compliance-sensitive changes
- 2. Identify the subset of actions that require human judgment
- 3. Scope permissions and execution contexts to enforce least-privilege access
- 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. 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
|
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Microsoft Developing in Agentic AI Systems Sample Questions (Q36-Q41):
NEW QUESTION # 36
A developer uses the GitHub Copilot CLI in plan mode.
Copilot produces a plan.
What does Copilot do next?
- A. begins the implementation
- B. opens a pull request that has the plan as a comment
- C. creates a branch named /copilot/plan in the repository
- D. saves the plan to plan.md
Answer: D
Explanation:
In plan mode, after GitHub Copilot CLI analyzes your codebase and gathers requirements, it saves the plan to plan.md in your session folder.
What Happens Next?
1. Saves to plan.md: It writes the structured implementation plan with checkable tasks into a file called plan.md.
2. Waits for Approval: Copilot pauses and waits for your review. It will not begin implementation or make code modifications until you explicitly approve the strategy.
3. Execution: Once approved, you can hand the plan off to Copilot's agent/autopilot mode to begin the implementation.
Reference:
https://docs.github.com/en/copilot/how-tos/copilot-cli/cli-best-practices
NEW QUESTION # 37
You have a GitHub Enterprise Cloud repository that uses the GitHub Copilot coding agent to resolve backlog issues by creating draft pull requests. The repository uses a GitHub Actions workflow for deployments to the production environment.
You discover that the workflow is being triggered before human review.
You need to configure GitHub controls to meet the following requirements:
The workflow for the agent's draft pull requests must NOT run until a user that has write access approves the pull requests.
Production deployment jobs must start only after a user with write access explicitly approves the jobs.
Which controls should you configure? To answer, drag the appropriate controls to the correct requirements.

Answer:
Explanation:

NEW QUESTION # 38
You have a GitHub repository that uses the GitHub Copilot coding agent and GitHub Copilot Chat.
You need to add a GitHub Actions workflow that meets the following requirements:
Blocks merges unless agent changes are reviewed by a human.
Fails if the pull request author is the Copilot coding agent.
How should you complete the workflow? 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 # 39
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 # 40
After several long agentic sessions, you notice degraded response quality and want the agent to retain a concise summary of prior progress rather than the full raw history, while continuing without interruption. Which approach addresses this?
- A. /clear
- B. --allow-all
- C. .copilotignore
- D. /compact
Answer: D
Explanation:
/compact summarizes the existing conversation history via the model and replaces the raw history with the condensed summary, preserving continuity and prior progress while freeing up context window space -- unlike /clear, which discards everything.
NEW QUESTION # 41
......
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