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Microsoft GH-600 Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: 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. Generate evaluation signals by using automated scanning tools 2. Specify expected outcomes and operational constraints for agent tasks 3. Align evaluation criteria with development intent 4. Identify qualitative and quantitative evaluation signals to evaluate agents
Topic 2: Manage memory, state, and execution	10-15%	- 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. Prevent conflicting context 2. Share agent state 3. Prevent stale context - 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
Topic 3: 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. Scope permissions and execution contexts to enforce least-privilege access 3. Preserve execution velocity by minimizing approvals that do not materially reduce risk 4. Identify the subset of actions that require human judgment 5. Block actions that violate defined security, compliance, or Responsible AI policies - 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 4: Implement tool use and environment interaction	20-25%	- Operate agents with safe execution paths and robust error handling 1. Implement error handling 2. Implement traceability and accountability for agent actions 3. Implement escalation paths 4. Implement retries 5. Implement rollbacks - Select and configure agent tools 1. Configure agent tools 2. Configure agent tool permissions 3. Identify required tools - Configure MCP servers 1. Configure the MCP registries 2. Configure a GitHub remote MCP server 3. Configure MCP allow lists 4. Add an MCP server as a tool to an agent - Integrate agents within development environments 1. Configure an agent to use branch-based scope 2. Enable an agent to perform autonomous actions, including creating branches and pull requests 3. Configure an agent to be invoked in a CI workflow 4. Evaluate the execution context for an agent 5. Configure an agent's scope to a specific repository 6. Configure an agent to handle environment-specific constraints
Topic 5: Orchestrate multi-agent coordination	15-20%	- 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 - 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. Perform post-hoc analysis of multi-agent behavior 2. Document key decisions, handoffs, and outcomes across agents 3. Configure multi-agent workflows to produce artifacts suitable for review and audit - Detect and respond to multi-agent failures and degraded behavior 1. Identify failed, partial, or stalled agent executions 2. Implement multi-agent recovery patterns, including rollback and human-in-the-loop 3. Respond to degraded behavior or coordination across agents
Topic 6: 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. Validate agent plans 4. Configure an agent to output a structured plan - 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

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Microsoft Developing in Agentic AI Systems Sample Questions (Q25-Q30):

NEW QUESTION # 25
You have a GitHub Enterprise Cloud organization that has Copilot agents enabled.
You discover activity in a repository.
You need to identify whether the activity was initiated by an agent.
Which two audit log fields can you use? Each correct answer presents a complete solution.

A. actor_is_agent
B. user
C. action
D. agent_session_id

Answer: A,D

NEW QUESTION # 26
You are about to start a complex refactoring task in the GitHub Copilot CLI.
Before Copilot makes any changes, you need to review and agree on the approach.
What should you do first?

A. Start the Copilot CLI and specify the --allow-all parameter.
B. From the Copilot CLI, switch to plan mode.
C. From the Copilot CLI, run the /compact command.
D. Start the Copilot CLI and specify the --agent=Task parameter.

Answer: B

Explanation:
GitHub Copilot CLI plan mode is specifically designed for situations in which an implementation strategy must be developed and reviewed before code modifications begin. In plan mode, Copilot can inspect and analyze the repository, ask clarifying questions, and construct a structured implementation plan while protecting project files from normal editing operations. The resulting plan can then be reviewed and approved before Copilot proceeds with implementation. GitHub explicitly describes plan mode as a mechanism for identifying misunderstandings before code is written and maintaining human control over complex, multi-step work.
Option A is incorrect because --agent=AGENT selects a custom agent; it does not establish a planning-and-approval phase. Option B is the opposite of the requirement: --allow-all grants Copilot broad permission to use tools, paths, and URLs without individual approval. Option D is also incorrect because /compact relates to managing conversation/context size rather than establishing an implementation plan.
Therefore, switching to plan mode is the appropriate first action when the development process requires human review and agreement before changes are applied.
Study Guide Reference Topics: Prepare agent architecture and SDLC processes; human-in-the-loop development; planning before implementation; controlled agent execution.

NEW QUESTION # 27
You have a custom agent profile file named test-agent.agent.md that contains the following YAML frontmatter:
---
name: test-agent
description: Custom agent description
tools: ['tool-a', 'tool-b']
---
In the same repository, you have an MCP configuration file named mcp.json.
You need to ensure that the GitHub Model Context Protocol (MCP) server is available to test the agent. The solution must allow only the Copilot toolset.
What should you do?

A. Replace line 04 with tools: ['tool-a', 'tool-b', 'github/*'].
B. Replace "servers": with "mcp-servers": in mcp.json.
C. Replace line 04 with tools: ['tool-a', 'tool-b', 'github/copilot'].
D. Replace line 04 with tools: ['copilot/*'].

Answer: D

Explanation:
The copilot/* toolset grants the agent access to the Copilot-provided tools while avoiding unrelated tool groups. This directly meets the requirement to allow only the Copilot toolset for the test agent.
Keeping tool-a and tool-b would expand access beyond the stated requirement. Using github/* would expose the broader GitHub tool group rather than limiting the profile to the Copilot toolset. The MCP configuration retains its server structure; changing the server property name does not configure which tools the agent may use.
Toolsets are an important control surface for specialized agents. They let an architect define a narrow capability set for testing, planning, review, or implementation roles. The selected toolset should still be backed by an available and authorized MCP configuration; naming a toolset does not bypass server authentication or policy restrictions.
Study-guide topics: MCP toolsets, custom agent capabilities, and least-privilege tool access.

NEW QUESTION # 28
You have a GitHub Enterprise Cloud organization that has Copilot agents enabled.
You discover activity in a repository.
You need to identify whether the activity was initiated by an agent.
Which two audit log fields can you use? Each correct answer presents a complete solution.

A. actor_is_agent
B. user
C. action
D. agent_session_id

Answer: A,D

Explanation:
The agent_session_id field associates an activity with a particular agent session. It supports correlation of multiple events generated during the same agent-run lifecycle and helps investigators trace the origin of a change.
The actor_is_agent field identifies whether the event actor is an agent. This is the direct classification field for distinguishing agent-initiated activity from activity initiated by a human account or another type of actor.
The user field can identify an account associated with the event but does not independently establish that the action was performed by an agent. The action field identifies the recorded operation, such as a repository or workflow action, but does not itself identify the actor type.
Using both selected fields provides the most useful audit result: one confirms agent origin and the other supplies the session-level correlation needed to investigate the agent's activity sequence.
Study-guide topics: audit fields, agent attribution, session correlation, and accountability.

NEW QUESTION # 29
You have a GitHub repository that uses the GitHub Copilot coding agent.
Developers need the Copilot coding agent to call an internal dependency-scanning API during its run. The API requires an access token.
You need to ensure that the Copilot coding agent can use the token during execution without accessing the repository's Actions secrets and variables. The solution must prevent exposing the token in plaintext.
What should you do?

A. Add the token as a secret in the Copilot environment.
B. Store the token in the agent configuration file.
C. Add the token as an Actions repository secret.
D. Store the token in a repository custom instructions file.

Answer: A

Explanation:
Option D places the token in the secret store intended for the coding agent's execution environment. This gives the agent's tools access to the credential without committing the credential to an agent profile or repository instruction file. The application can consume the injected environment variable when authenticating to the internal scanning API.
GitHub's current interface calls this dedicated category Agents secrets and variables. Its documentation states that secrets previously configured in the repository's copilot environment were automatically migrated to that category. Therefore, D represents the correct agent-specific mechanism using the terminology in the question.
Option A uses the separate Actions secret category, which is not automatically exposed to the cloud agent. Options B and C place sensitive material in repository content, making the token accessible through file access and potentially retained in version history.
Current documentation also confirms that agent secrets are made available as environment variables and their values are masked in session logs. The integration should still avoid deliberately printing credentials or returning them in tool output.
Relevant curriculum topics are secure environment configuration, authenticated tool access, and separation of credential scopes.
Reference:

NEW QUESTION # 30
......

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