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| Section | Weight | Objectives |
|---|
| Topic 1: Orchestrate multi-agent coordination | 15-20% | - Detect and respond to multi-agent failures and degraded behavior
- 1. Implement multi-agent recovery patterns, including rollback and human-in-the-loop
- 2. Identify failed, partial, or stalled agent executions
- 3. Respond to degraded behavior or coordination across agents
- Configure observability for multi-agent behavior by using logs, artifacts, and operational signals
- 1. Perform post-hoc analysis of multi-agent behavior
- 2. Configure multi-agent workflows to produce artifacts suitable for review and audit
- 3. Document key decisions, handoffs, and outcomes across agents
- Manage the lifecycle of agents within multi-agent workflows
- 1. Update, reconfigure, or replace agents without disrupting active workflows
- 2. Add agents to existing multi-agent workflows
- 3. Retire agents while preserving auditability and workflow continuity
- 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
|
| Topic 2: Manage memory, state, and execution | 10-15% | - Persist agent state and manage context drift
- 1. Capture task progress and decisions as durable artifacts
- 2. Resume agent work without repeating steps or diverging from prior decisions
- 3. Detect and correct drift during extended agent execution
- Implement agent memory strategies
- 1. Scope agent memory to task-relevant information
- 2. Define memory expiration, pruning, and reset rules
- 3. Choose between short-term, long-term, and external memory
- Ensure continuity of agent memory and state across tools and environments
- 1. Share agent state
- 2. Prevent stale context
- 3. Prevent conflicting context
|
| Topic 3: 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 human intervention for autonomous agents without slowing delivery
- 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. Validate agent plans
- 2. Configure agent planning to be distinct from agent execution
- 3. Configure an agent to output a structured plan
- 4. Prevent agent action until the agent checked and approved
|
| Topic 4: 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
- Tune agent behavior based on evaluation results
- 1. Refine memory usage
- 2. Refine tool usage and tool access
- 3. Revise instructions, workflows, or constraints
- 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
|
| Topic 5: Implement tool use and environment interaction | 20-25% | - Operate agents with safe execution paths and robust error handling
- 1. Implement error handling
- 2. Implement rollbacks
- 3. Implement retries
- 4. Implement escalation paths
- 5. Implement traceability and accountability for agent actions
- Configure MCP servers
- 1. Configure MCP allow lists
- 2. Configure a GitHub remote MCP server
- 3. Add an MCP server as a tool to an agent
- 4. Configure the MCP registries
- Select and configure agent tools
- 1. Configure agent tool permissions
- 2. Identify required tools
- 3. Configure agent tools
- Integrate agents within development environments
- 1. Enable an agent to perform autonomous actions, including creating branches and pull requests
- 2. Configure an agent's scope to a specific repository
- 3. Configure an agent to handle environment-specific constraints
- 4. Configure an agent to be invoked in a CI workflow
- 5. Configure an agent to use branch-based scope
- 6. Evaluate the execution context for an agent
|
| 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. Block actions that violate defined security, compliance, or Responsible AI policies
- 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. Identify the subset of actions that require human judgment
- 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 (Q92-Q97):
NEW QUESTION # 92
You have a GitHub Enterprise Cloud repository that uses the GitHub Copilot coding agent.
Engineers assign issues to Copilot, and Copilot creates draft pull requests. The engineers start tasks either by assigning issues on github.com or by using GitHub Copilot Chat in an IDE. Reviewers request updates by leaving pull request comments.
You discover that sometimes, Copilot uses outdated requirements after a reviewer posts an updated instruction in a pull request comment, and, in several cases, Copilot fails to resume work from the comment.
You need to ensure that iteration requests are applied to the correct pull request session and are processed consistently.
What should you do?
- A. Ensure that the agent has write access to the repository. Instruct the reviewer to unassign and reassign the original issue to Copilot.
- B. Ensure that the reviewer has write access to the repository. Instruct the reviewer to mention @copilot in the pull request comments.
- C. Start a new task from Copilot Chat in the IDE. Instruct the reviewer to mention @github in the task comments.
- D. Ensure that the agent has write access to the repository. Instruct the reviewer to mention @github in the task comments.
Answer: B
Explanation:
The reviewer must have write access and explicitly mention @copilot in the relevant pull request comment. These requirements establish both authorization and routing. GitHub documents that Copilot responds to comments from users with write access, allowing an authorized reviewer to request further changes on the pull request being evaluated.
A normal comment can communicate information to other reviewers without becoming an instruction to the agent. The explicit mention distinguishes an actionable iteration request from surrounding discussion. The comment should clearly state the updated requirement and identify any earlier direction that it replaces.
Option A confuses the IDE's GitHub participant with the pull-request iteration mechanism. Option C restarts work through the issue assignment path rather than directly delivering the update to the existing pull request. Option D creates a separate task, introducing unnecessary context separation and potentially duplicating work.
After a valid request is accepted, the reviewer can check for the acknowledgment reaction and a new work event in the pull request timeline. These provide evidence that the instruction reached the agent.
Relevant curriculum topics are execution continuity, correct context routing, and preventing stale requirements during iterative work.
Reference:
NEW QUESTION # 93
You have a GitHub Enterprise repository that uses the GitHub Copilot coding agent and opens draft pull requests for assigned issues.
Evaluation results show that the agent repeatedly opens pull requests that modify .github/workflows/*.yml to bypass failing checks instead of fixing the underlying code.
You need to ensure that the agent fixes the underlying code instead of bypassing the failing checks.
What should you do?
- A. Create a branch ruleset.
- B. Start the GitHub Copilot CLI by using --allow-all.
- C. Update the .gitignore file.
- D. Disable GitHub Actions workflows for pull requests created by the agent.
Answer: A
Explanation:
A properly configured branch ruleset establishes enforcement outside the agent's editable task instructions. It can require pull requests, successful checks, and appropriate reviews before changes enter protected branches.
In an enterprise setup, required workflows can also be governed centrally so that changing a repository-local workflow does not remove the organization's validation requirement.
The ruleset must be configured to preserve the intended checks. Merely creating an empty ruleset does not solve the problem, and requiring a check whose implementation the agent can freely weaken is insufficient.
Protecting workflow changes through required ownership review or centrally managed validation addresses that remaining gap. The agent should not receive bypass permission for these controls.
Option A increases authority rather than constraining the unwanted behavior. Option C removes the checks that are supposed to detect defective code. Option D affects treatment of untracked files and does not prevent changes to already tracked workflow definitions.
The control cannot guarantee successful reasoning, but it can prevent acceptance of a shortcut that defeats validation.
Relevant curriculum topics are blocking prohibited actions, enforcing independent controls, and correcting undesirable behavior identified through evaluation.
References: Available rules for rulesets , Enterprise required workflows .
NEW QUESTION # 94
You have a GitHub repository that uses the following GitHub Copilot CLI command in a Bash script.
#!/usr/bin/env bash
set -euo pipefail
PROMPT="Update dependencies, run tests, and open a pull request if changes are needed." copilot --autopilot --yolo --max-autopilot-continues 10 -p "$PROMPT" For each of the following statements, select Yes if the statement is true. Otherwise, select No.
NOTE: Each correct selection is worth one point.

Answer:
Explanation:

NEW QUESTION # 95
You have a repository that uses a GitHub Actions workflow to run an agent-driven change plan as part of a CI pipeline. The workflow generates an artifact named plan.json that includes a field named risk. Risk has possible values of low, medium, or high.
You need to ensure that a human must confirm the execution of the workflow when risk is medium or high. The workflow must proceed automatically only when risk is low.
How should you complete the workflow? To answer, drag the appropriate values to the correct targets.

Answer:
Explanation:

NEW QUESTION # 96
Drag and Drop Question
You have a GitHub repository that uses a custom GitHub Copilot coding agent defined in the rollout-bot.agent.md file.
You need to update a workflow so that agent-profile changes can be rolled back by reverting a single commit and rerunning the workflow. The workflow must check out the exact commit being deployed and apply the agent profile from the repository at that commit.
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:

Explanation:
Box 1: inputs.ref
The specific commit being targeted.
Box 2: agents/rollout-bot.agent.md
The profile file to validate
Box 3: ${{ github.sha }}
The exact commit ref that the checkout action fetched
Reference:
https://octopus.com/devops/github-actions/github-actions-workflows/
NEW QUESTION # 97
......
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