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| Section | Weight | Objectives |
|---|
| Implement guardrails and accountability | 10-15% | - Implement guardrails and human-in-the-loop workflows
- 1. Block actions that violate defined security, compliance, or Responsible AI policies
- 2. Require explicit authorization or controlled paths for irreversible or compliance-sensitive changes
- 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. 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 tool use and environment interaction | 20-25% | - Select and configure agent tools
- 1. Configure agent tools
- 2. Identify required tools
- 3. Configure agent tool permissions
- Integrate agents within development environments
- 1. Configure an agent to use branch-based scope
- 2. Configure an agent's scope to a specific repository
- 3. Enable an agent to perform autonomous actions, including creating branches and pull requests
- 4. Configure an agent to handle environment-specific constraints
- 5. Configure an agent to be invoked in a CI workflow
- 6. Evaluate the execution context for an agent
- Configure MCP servers
- 1. Configure a GitHub remote MCP server
- 2. Configure the MCP registries
- 3. Add an MCP server as a tool to an agent
- 4. Configure MCP allow lists
- Operate agents with safe execution paths and robust error handling
- 1. Implement rollbacks
- 2. Implement error handling
- 3. Implement traceability and accountability for agent actions
- 4. Implement retries
- 5. Implement escalation paths
|
| 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
- 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
- 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. Add agents to existing multi-agent workflows
- 3. Retire agents while preserving auditability and workflow continuity
|
| 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
- Define success criteria and evaluation signals for agent tasks
- 1. Specify expected outcomes and operational constraints for agent tasks
- 2. Generate evaluation signals by using automated scanning tools
- 3. Identify qualitative and quantitative evaluation signals to evaluate agents
- 4. Align evaluation criteria with development intent
- Analyze agent failures and identify root causes
- 1. Classify root causes, including reasoning errors, tool misuse, and context or environment issues
- 2. Identify failures by using logs, plans, traces, outputs, and workflow artifacts
|
| Prepare agent architecture and SDLC processes | 15-20% | - Configure observability and control for autonomous agents
- 1. Configure agents to produce inspectable artifacts within standard development tooling
- 2. Configure human intervention for autonomous agents without slowing delivery
- 3. Plan and implement the degree of agent autonomy, including guardrails
- 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. Configure agent planning to be distinct from agent execution
- 2. Validate agent plans
- 3. Prevent agent action until the agent checked and approved
- 4. Configure an agent to output a structured plan
|
| Manage memory, state, and execution | 10-15% | - 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. 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. Resume agent work without repeating steps or diverging from prior decisions
- 3. Capture task progress and decisions as durable artifacts
|
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Microsoft Developing in Agentic AI Systems Sample Questions (Q76-Q81):
NEW QUESTION # 76
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.max-parallel: 1
- B. jobs.<job_id>.concurrency.group: ci-${{ github.ref }}
- C. jobs.<job_id>.concurrency.cancel-in-progress: ${{ !contains(github.ref, 'release/') }}
- D. jobs.<job_id>.strategy.matrix: [1]
Answer: B
Explanation:
A job-level concurrency group coordinates executions that share the same group value across workflow runs. The expression ci-${{ 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 # 77
Hotspot Question
Your company uses GitHub Copilot custom agents in Microsoft Visual Studio Code.
The company also uses the Copilot coding agent on GitHub issues.
You have a file named .planner.agent.md that defines an agent named planner.planner has tools set to ['search', 'read', 'fetch']. There are explicit instructions NOT to write or modify any code. The file also defines a handoff labeled Start Implementation to an agent named implementer and sets send to false.
Developers report that after the planner agent produces a plan, implementation sometimes starts immediately in the same conversation, and code changes appear without an explicit agent switch.
When Copilot-created pull requests stall, maintainers review the pull request timeline and session logs. Several stalled sessions show outbound network commands blocked by a firewall, and the repositories do NOT contain a .github/copilot-instructions.md file.
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:

Explanation:
Box 1: No
The configuration of the planner agent alone does not explicitly or fully prevent code changes from being produced automatically in the same conversation.
Box 2: No
No, removing the search tool will not resolve the issue, because the planner agent is not the one executing the network requests or writing the code.
The underlying problem is that the handoff configuration has an logic error (send: false), which prevents a clean, explicit agent migration. Because of this, the implementer agent takes over implicitly within the same conversation session, executing background code changes and attempting blocked internet calls.
Box 3: No
No, adding a .github/copilot-instructions.md file demanding tests and linters will not mitigate the stalled pull requests.
The root cause of your stalling pull requests is an underlying network connectivity issue, not a procedural omission by the agent.
Reference:
https://docs.github.com/en/copilot/concepts/agents/cloud-agent/about-custom-agents
NEW QUESTION # 78
Your team wants Copilot's suggestions to reflect knowledge of internal library APIs that are not publicly documented and not present in the codebase being edited. What is the most appropriate solution?
- A. Use .copilotignore to hide public APIs
- B. Connect an MCP server that exposes the internal documentation
- C. Enable plan mode
- D. Add the internal docs as copilot-instructions.md
Answer: B
Explanation:
For external or large sets of documentation not resident in the repo, an MCP server can expose a searchable knowledge source Copilot can query dynamically, rather than trying to cram everything into static instruction files.
NEW QUESTION # 79
Hotspot Question
You have a GitHub repository that uses GitHub Copilot Chat in Microsoft Visual Studio Code.
Custom agents are stored in the repository under version control.
Your team uses a multi-agent workflow where a planner agent produces an implementation plan that is then handed off to an implementation agent to make changes.
Recent prompts cause the planner agent to start editing files and running commands before the plan is approved.
You need to configure the planner agent to meet the following requirements:
- Use only read-only tools.
- Hand off to the implementation agent only after the plan is approved.
How should you configure the agent? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.

Answer:
Explanation:

Explanation:
Box 1: ['search','read','fetch']
This is the correct tool list configuration. It restricts the planner agent to strictly read-only capabilities, preventing it from editing code or executing state-changing commands before approval.
Box 2: true
Setting Send: true tells GitHub Copilot Chat to automatically transfer control and send the prompt payload to the implementer agent immediately upon user approval of the plan.
Reference:
https://medium.com/@gareth.hallberg_55290/porting-a-claude-code-command-to-vs-code-copilot-d114b338f3e0
NEW QUESTION # 80
You have a GitHub Copilot coding agent named CodeAgent. The .agent.md file of CodeAgent contains the following YAML frontmatter.
name: CodeAgent
description: Performs repository analysis and code review tasks.
tools: ['edit', 'execute', 'read', 'search']
You need to issue a GitHub Copilot CLI command that preserves execution velocity for read-only tasks by eliminating approval prompts for low-risk tools. The solution must ensure that high-risk tools that can make changes remain available but still require explicit user approval before running.
Which command should you run?
- A. copilot agent run CodeAgent
- B. copilot agent run CodeAgent --allow-tool 'read,search'
- C. copilot agent run CodeAgent --deny-tool 'edit,execute'
- D. copilot agent run CodeAgent --allow-all-tools
Answer: B
Explanation:
Allowing only read and search removes approval friction for operations that inspect repository content without modifying it. The edit and execute tools remain available in the agent profile, but they continue to require explicit approval because they are not included in the command's approval bypass.
Using no option preserves the default approval behavior for all tools, including low-risk inspection tools, which does not meet the velocity requirement. Allowing all tools would remove the approval safeguard for file modifications and shell execution. Denying edit and execute prevents those tools from being used at all, rather than keeping them available under human control.
This design separates tool availability from automatic authorization. Read-only operations can proceed autonomously, while potentially impactful operations remain subject to a human decision at the point of use.
Study-guide topics: tool approval boundaries, least privilege, read-only execution, and controlled agent autonomy.
NEW QUESTION # 81
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