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| Section | Weight | Objectives |
|---|
| Topic 1: Implement guardrails and accountability | 10-15% | - 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
- Implement guardrails and human-in-the-loop workflows
- 1. Block actions that violate defined security, compliance, or Responsible AI policies
- 2. Identify the subset of actions that require human judgment
- 3. Require explicit authorization or controlled paths for irreversible or compliance-sensitive changes
- 4. Scope permissions and execution contexts to enforce least-privilege access
- 5. Preserve execution velocity by minimizing approvals that do not materially reduce risk
|
| Topic 2: 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
- 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
- Configure observability and control for autonomous agents
- 1. Configure human intervention for autonomous agents without slowing delivery
- 2. Configure agents to produce inspectable artifacts within standard development tooling
- 3. Plan and implement the degree of agent autonomy, including guardrails
|
| Topic 3: Perform evaluation, error analysis, and tuning | 15-20% | - Define success criteria and evaluation signals for agent tasks
- 1. Specify expected outcomes and operational constraints for agent tasks
- 2. Align evaluation criteria with development intent
- 3. Identify qualitative and quantitative evaluation signals to evaluate agents
- 4. Generate evaluation signals by using automated scanning tools
- 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. 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
|
| Topic 4: 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. Detect and correct drift during extended agent execution
- 3. Capture task progress and decisions as durable artifacts
- Ensure continuity of agent memory and state across tools and environments
- 1. Prevent conflicting context
- 2. Prevent stale context
- 3. Share agent state
- 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 5: Orchestrate multi-agent coordination | 15-20% | - Operate and manage multi-agent workflows
- 1. Apply an orchestration pattern to coordinate multiple agents
- 2. Detect and resolve agent conflicts, including overlapping code changes, duplicated effort, and contradictory outputs
- 3. Configure agent isolation for parallel execution
- Configure observability for multi-agent behavior by using logs, artifacts, and operational signals
- 1. Configure multi-agent workflows to produce artifacts suitable for review and audit
- 2. Perform post-hoc analysis of multi-agent behavior
- 3. Document key decisions, handoffs, and outcomes across agents
- 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
- 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
|
| Topic 6: Implement tool use and environment interaction | 20-25% | - Integrate agents within development environments
- 1. Configure an agent's scope to a specific repository
- 2. Evaluate the execution context for an agent
- 3. Configure an agent to be invoked in a CI workflow
- 4. Configure an agent to handle environment-specific constraints
- 5. Configure an agent to use branch-based scope
- 6. Enable an agent to perform autonomous actions, including creating branches and pull requests
- Configure MCP servers
- 1. Add an MCP server as a tool to an agent
- 2. Configure a GitHub remote MCP server
- 3. Configure MCP allow lists
- 4. Configure the MCP registries
- Select and configure agent tools
- 1. Configure agent tools
- 2. Identify required tools
- 3. Configure agent tool permissions
- Operate agents with safe execution paths and robust error handling
- 1. Implement traceability and accountability for agent actions
- 2. Implement escalation paths
- 3. Implement rollbacks
- 4. Implement retries
- 5. Implement error handling
|
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Microsoft Developing in Agentic AI Systems Sample Questions (Q85-Q90):
NEW QUESTION # 85
You have a GitHub Actions workflow that runs two jobs named agent-plan and agent-implement on pull requests.
The agent-plan job generates an implementation plan that downstream jobs must consume, but the job currently writes the plan only to the console.
You need to capture the implementation plan as a step output and configure the workflow so that downstream jobs can reference the output.
How should you configure the workflow? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.

Answer:
Explanation:

NEW QUESTION # 86
You are debugging an agentic workflow that intermittently fails specific tool calls with rate-limit errors when connecting to an internal MCP server. What is the most direct remediation?
- A. Switch to --allow-all
- B. Add a CODEOWNERS entry
- C. Run /clear
- D. Increase the MCP server's configured rate limits/quota
Answer: D
Explanation:
Rate-limit errors from a tool call indicate the MCP server's quota configuration is being exceeded; adjusting the server's rate limits addresses the root cause, unlike context-management or permission commands.
NEW QUESTION # 87
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 # 88
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. --allow-all
- B. /clear
- 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 # 89
You need to configure agent1 to support the planned changes.
What should you do?
- A. In the agent configuration, replace line 05 with the following: tools: []
- B. Delete line 05 from the agent configuration.
- C. Add Use all available tools to the .github/copilot-instructions.md file.
- D. Add the mcp-servers property to the agent configuration.
- E. Add Use all available tools to the instructions in the agent configuration.
Answer: D
Explanation:
The mcp-servers property connects a custom agent to the Model Context Protocol servers required for its planned work. MCP configuration makes defined external tools and services available to the agent in a controlled, declarative manner.
Adding a broad natural-language instruction such as "Use all available tools" does not configure a server connection, authenticate a tool, or define which external capabilities are available. It is also poor least-privilege design because it encourages unrestricted tool use without establishing a technical permission boundary.
Setting tools: [] removes all configured tools and would prevent the agent from using required capabilities. Deleting the tools line could cause the agent to inherit or expose a broader default tool set than intended. Repository-wide instructions can guide behavior, but they do not replace the agent-specific configuration needed to associate MCP servers with that agent.
A well-designed configuration identifies only the MCP servers necessary for the role, supplies secrets through approved environment mechanisms, and limits the resulting tools to the agent's defined task.
Study-guide topics: MCP integration, agent tool configuration, and least-privilege environment access.
NEW QUESTION # 90
......
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