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| Section | Weight | Objectives |
|---|
| Topic 1: Prepare agent architecture and SDLC processes | 15-20% | - Define boundaries between planning, reasoning, and action
- 1. Configure agent planning to be distinct from agent execution
- 2. Prevent agent action until the agent checked and approved
- 3. Configure an agent to output a structured plan
- 4. Validate agent plans
- 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
- 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
|
| Topic 2: Implement guardrails and accountability | 10-15% | - Implement guardrails and human-in-the-loop workflows
- 1. Identify the subset of actions that require human judgment
- 2. Block actions that violate defined security, compliance, or Responsible AI policies
- 3. Require explicit authorization or controlled paths for irreversible or compliance-sensitive changes
- 4. Preserve execution velocity by minimizing approvals that do not materially reduce risk
- 5. Scope permissions and execution contexts to enforce least-privilege access
- 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
|
| Topic 3: Manage memory, state, and execution | 10-15% | - Persist agent state and manage context drift
- 1. Resume agent work without repeating steps or diverging from prior decisions
- 2. Capture task progress and decisions as durable artifacts
- 3. Detect and correct drift during extended agent execution
- 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. Define memory expiration, pruning, and reset rules
- 3. Choose between short-term, long-term, and external memory
|
| Topic 4: Perform evaluation, error analysis, and tuning | 15-20% | - Define success criteria and evaluation signals for agent tasks
- 1. Generate evaluation signals by using automated scanning tools
- 2. Align evaluation criteria with development intent
- 3. Specify expected outcomes and operational constraints for agent tasks
- 4. Identify qualitative and quantitative evaluation signals to evaluate agents
- 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
- Tune agent behavior based on evaluation results
- 1. Refine memory usage
- 2. Revise instructions, workflows, or constraints
- 3. Refine tool usage and tool access
|
| Topic 5: Orchestrate multi-agent coordination | 15-20% | - Manage the lifecycle of agents within multi-agent workflows
- 1. Retire agents while preserving auditability and workflow continuity
- 2. Add agents to existing multi-agent workflows
- 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
- 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. 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
|
| Topic 6: Implement tool use and environment interaction | 20-25% | - Operate agents with safe execution paths and robust error handling
- 1. Implement traceability and accountability for agent actions
- 2. Implement rollbacks
- 3. Implement escalation paths
- 4. Implement error handling
- 5. Implement retries
- Configure MCP servers
- 1. Configure the MCP registries
- 2. Configure a GitHub remote MCP server
- 3. Add an MCP server as a tool to an agent
- 4. Configure MCP allow lists
- Integrate agents within development environments
- 1. Enable an agent to perform autonomous actions, including creating branches and pull requests
- 2. Configure an agent to be invoked in a CI workflow
- 3. Configure an agent to use branch-based scope
- 4. Configure an agent's scope to a specific repository
- 5. Evaluate the execution context for an agent
- 6. Configure an agent to handle environment-specific constraints
- Select and configure agent tools
- 1. Identify required tools
- 2. Configure agent tools
- 3. Configure agent tool permissions
|
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Microsoft Developing in Agentic AI Systems Sample Questions (Q41-Q46):
NEW QUESTION # 41
During an agentic session, you want to see exactly how many tokens are being consumed by the system prompt, tools, and message history before deciding whether to compact. Which command should you run?
- A. /diff
- B. /usage
- C. /context
- D. /tokens
Answer: C
Explanation:
/context displays a breakdown of the active context window, including tokens used by the system prompt, MCP/system tools, and message history, along with remaining free space.
NEW QUESTION # 42
You have a GitHub 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. 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 # 43
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 # 44
You want the Copilot coding agent to scan a large codebase and propose a full, human- reviewable step-by-step plan before writing any code. What should you do first?
- A. Enable --allow-all
- B. Configure an MCP server
- C. Switch to plan mode
- D. Run /compact
Answer: C
Explanation:
Plan mode lets the agent operate in a read-only analysis state, producing a structured Markdown plan of intended changes. This allows you to catch architectural issues before the agent starts editing files.
NEW QUESTION # 45
You are troubleshooting why a Copilot coding agent pull request keeps failing CI checks after every attempted fix. What is the most effective first step?
- A. Add clear, reproducible steps and expected behavior to the issue
- B. Enable Copilot memory
- C. Switch the agent to --allow-all mode
- D. Increase MCP server rate limits
Answer: A
NEW QUESTION # 46
......
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