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Microsoft GH-600 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|
| Manage memory, state, and execution | 10–15% | - Ensure continuity of agent memory and state across tools and environments
- 1. Share agent state
- 2. Prevent stale context
- 3. Prevent conflicting context
- 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
- Implement agent memory strategies
- 1. Define memory expiration, pruning, and reset rules
- 2. Scope agent memory to task-relevant information
- 3. Choose between short-term, long-term, and external memory
|
| 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. Implement multi-agent recovery patterns, including rollback and human-in-the-loop
- 3. Identify failed, partial, or stalled agent executions
- Manage the lifecycle of agents within multi-agent workflows
- 1. Add agents to existing multi-agent workflows
- 2. Retire agents while preserving auditability and workflow continuity
- 3. Update, reconfigure, or replace agents without disrupting active workflows
- Configure observability for multi-agent behavior by using logs, artifacts, and operational signals
- 1. Document key decisions, handoffs, and outcomes across agents
- 2. Perform post-hoc analysis of multi-agent behavior
- 3. Configure multi-agent workflows to produce artifacts suitable for review and audit
- 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
|
| Perform evaluation, error analysis, and tuning | 15–20% | - Tune agent behavior based on evaluation results
- 1. Refine memory usage
- 2. Revise instructions, workflows, or constraints
- 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
- 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. Generate evaluation signals by using automated scanning tools
- 4. Identify qualitative and quantitative evaluation signals to evaluate agents
|
| 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
- 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
- Define boundaries between planning, reasoning, and action
- 1. Configure an agent to output a structured plan
- 2. Prevent agent action until the agent checks and approves
- 3. Configure agent planning to be distinct from agent execution
- 4. Validate agent plans
|
| Implement tool use and environment interaction | 20–25% | - Configure MCP servers
- 1. Add an MCP server as a tool to an agent
- 2. Configure a GitHub remote MCP server
- 3. Configure MCP registries
- 4. Configure MCP allow lists
- Select and configure agent tools
- 1. Configure agent tool permissions
- 2. Identify required tools
- 3. Configure agent tools
- Operate agents with safe execution paths and robust error handling
- 1. Implement escalation paths
- 2. Implement retries
- 3. Implement error handling
- 4. Implement traceability and accountability for agent actions
- 5. Implement rollbacks
- Integrate agents within development environments
- 1. Configure an agent to handle environment-specific constraints
- 2. Configure an agent to be invoked in a CI workflow
- 3. Enable an agent to perform autonomous actions, including creating branches and pull requests
- 4. Evaluate the execution context for an agent
- 5. Configure an agent's scope to a specific repository
- 6. Configure an agent to use branch-based scope
|
| 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. Scope permissions and execution contexts to enforce least-privilege access
- 3. Block actions that violate defined security, compliance, or Responsible AI policies
- 4. Preserve execution velocity by minimizing approvals that do not materially reduce risk
- 5. Require explicit authorization or controlled paths for irreversible or compliance-sensitive changes
- 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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GH-600 PrüfungGuide, Microsoft GH-600 Zertifikat - Developing in Agentic AI Systems
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Microsoft Developing in Agentic AI Systems GH-600 Prüfungsfragen mit Lösungen (Q49-Q54):
49. Frage
A developer uses the GitHub Copilot CLI in plan mode.
Copilot produces a plan.
What does Copilot do next?
- A. begins the implementation
- B. saves the plan to plan.md
- C. opens a pull request that has the plan as a comment
- D. creates a branch named /copilot/plan in the repository
Antwort: B
Begründung:
In plan mode, after GitHub Copilot CLI analyzes your codebase and gathers requirements, it saves the plan to plan.md in your session folder.
What Happens Next?
1. Saves to plan.md: It writes the structured implementation plan with checkable tasks into a file called plan.md.
2. Waits for Approval: Copilot pauses and waits for your review. It will not begin implementation or make code modifications until you explicitly approve the strategy.
3. Execution: Once approved, you can hand the plan off to Copilot's agent/autopilot mode to begin the implementation.
Reference:
https://docs.github.com/en/copilot/how-tos/copilot-cli/cli-best-practices
50. Frage
You need to resolve the scoping issue associated to agent1.
What should you do?
- A. To the profile of agent1, add a custom instruction specifying that the agent must NOT access billing-service or infra-terraform.
- B. Create a fine-grained personal access token (PAT) scoped to product-api and store the PAT as a GitHub Actions secret for agent1 to use.
- C. Create a ruleset for billing-service and infra-terraform that blocks push access from the github-actions bot account.
- D. Add a permissions block to the agent1 workflow in product-api.
Antwort: B
Begründung:
A fine-grained PAT restricted to product-api provides an enforceable repository-level authorization boundary for agent1. GitHub fine-grained personal access tokens can be limited to selected repositories and assigned only the repository permissions required by the workload. Consequently, even if agent1 attempts to access billing-service or infra-terraform, the credential does not authorize access to those repositories. GitHub specifically recommends fine-grained PATs when repository access must be restricted to particular repositories.
This directly aligns with the GH-600 objective to configure an agent's scope to a specific repository and define execution boundaries through repository context and permissions. Microsoft Learn defines execution context as including the repository an agent can access and emphasizes that repository scope is the first boundary limiting agent behavior.
Option A provides behavioral guidance but is not a security authorization boundary. Option B controls the permissions available to the workflow token but does not, by itself, establish the required cross-repository credential restriction. Option D only prevents certain push operations; it does not stop agent1 from reading or otherwise accessing the other repositories.
Study Guide Reference Topics: Implement Tool Use and Environment Interaction → execution context and boundaries; repository-specific agent scope; tool permissions; least-privilege authentication.
51. Frage
You need finer control, selecting specific files and describing precise natural-language changes to apply, rather than letting the agent decide the full scope of changes. Which Copilot Chat mode should you use?
- A. Agent mode
- B. Edit mode
- C. Ask mode
- D. Plan mode
Antwort: B
Begründung:
The correct answer is Edit mode. GitHub Copilot's Edit mode is designed for situations where the developer wants granular control over which files may be changed and what modifications should be applied. In Edit mode, you explicitly select the working set of files, provide natural-language instructions describing the required changes, and then review the proposed edits before accepting or discarding them. GitHub describes Edit mode as appropriate for quick, specific updates to a defined set of files and for scenarios where the developer wants tighter control over the editing process.
Agent mode differs because Copilot determines which files and tools are required, can execute terminal commands, and iterates autonomously toward completing the task. Ask mode is intended primarily for explanations, questions, and code suggestions rather than coordinated file modification. Plan mode generates an implementation strategy before execution and is appropriate when the approach must be reviewed before coding begins.
Therefore, where the requirement explicitly emphasizes selecting specific files and prescribing precise edits rather than delegating scope determination to the agent, Edit mode provides the correct level of developer control.
Study Guide Reference Topics: Prepare agent architecture and SDLC processes; selecting appropriate Copilot interaction modes; controlled code modification; human-directed versus autonomous execution.
52. Frage
You use a GitHub Actions workflow to orchestrate a multi-agent draft-review process for pull requests. The workflow uploads a single combined review-package artifact at the end of each run.
You discover that the review-package artifact is occasionally missing from the workflow run history, and you suspect that a user deleted it.
You need to identify which user manually deleted a workflow run artifact and when the deletion occurred.
What should you use?
- A. the pull request description and comment history
- B. the merge commit history
- C. the artifact.destroy audit log event
- D. the checks.delete_logs audit log event
Antwort: C
Begründung:
You should check the artifact.destroy audit log event.
This specific event tracks whenever a user or a token manually deletes a workflow run artifact. It provides exactly what you need to troubleshoot why your multi-agent review packages are disappearing.
Reference:
https://docs.github.com/en/organizations/managing-organization-settings/configuring-the-retention-period-for-github-actions-artifacts-and-logs-in-your-organization
53. Frage
You need to resolve the issue of the agents generating conflicting output. The solution must meet the implementation guidelines.
What should you do?
- A. Configure tools: ['read', 'search'] in both agent profiles to prevent either agent from writing files.
- B. Configure a concurrency group on both agent workflows so that only one workflow runs at a time.
- C. Add shared/config.yaml to a CODEOWNERS file that requires SG_Review approval before any changes can be merged.
- D. Configure each agent to work on a separate branch and add a required status check that detects file-level overlap before either pull request can be merged.
Antwort: D
Begründung:
Separate branches isolate each agent's proposed changes and allow the team to inspect them independently. Adding a required status check for file-level overlap detects conflicting modifications before either pull request is merged, preventing one agent's work from silently overwriting another's changes.
A read-only tool configuration prevents both agents from making required changes, so it avoids conflict by eliminating implementation capability rather than controlling it. CODEOWNERS approval adds review accountability for a specific file but does not automatically detect overlap between independent agent outputs. A single concurrency group serializes entire workflows and reduces throughput even where the agents work on unrelated files.
The selected solution maintains parallel development while creating a merge-time control for the actual risk: overlapping file changes. It also produces reviewable evidence of the overlap check in pull request status results.
Branch isolation does not eliminate semantic conflicts, such as incompatible API assumptions. Teams should therefore combine overlap detection with normal pull request review and integration testing.
Study-guide topics: parallel agent coordination, branch isolation, merge controls, and conflict detection.
54. Frage
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