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| Section | Weight | Objectives |
|---|
| Topic 1: Manage memory, state, and execution | 10-15% | - Persist agent state and manage context drift
- 1. Capture task progress and decisions as durable artifacts
- 2. Detect and correct drift during extended agent execution
- 3. Resume agent work without repeating steps or diverging from prior decisions
- 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
- Ensure continuity of agent memory and state across tools and environments
- 1. Prevent stale context
- 2. Prevent conflicting context
- 3. Share agent state
|
| 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
- Configure observability and control for autonomous agents
- 1. Configure human intervention for autonomous agents without slowing delivery
- 2. Plan and implement the degree of agent autonomy, including guardrails
- 3. Configure agents to produce inspectable artifacts within standard development tooling
- Define boundaries between planning, reasoning, and action
- 1. Validate agent plans
- 2. Prevent agent action until the agent checked and approved
- 3. Configure agent planning to be distinct from agent execution
- 4. Configure an agent to output a structured plan
|
| Topic 3: Orchestrate multi-agent coordination | 15-20% | - Detect and respond to multi-agent failures and degraded behavior
- 1. Identify failed, partial, or stalled agent executions
- 2. Respond to degraded behavior or coordination across agents
- 3. Implement multi-agent recovery patterns, including rollback and human-in-the-loop
- 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. Configure agent isolation for parallel execution
- 2. Apply an orchestration pattern to coordinate multiple agents
- 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
|
| Topic 4: Implement tool use and environment interaction | 20-25% | - Configure MCP servers
- 1. Configure a GitHub remote MCP server
- 2. Configure the MCP registries
- 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 be invoked in a CI workflow
- 2. Configure an agent to handle environment-specific constraints
- 3. Configure an agent's scope to a specific repository
- 4. Enable an agent to perform autonomous actions, including creating branches and pull requests
- 5. Evaluate the execution context for an agent
- 6. Configure an agent to use branch-based scope
- Select and configure agent tools
- 1. Configure agent tools
- 2. Configure agent tool permissions
- 3. Identify required tools
- Operate agents with safe execution paths and robust error handling
- 1. Implement error handling
- 2. Implement escalation paths
- 3. Implement retries
- 4. Implement traceability and accountability for agent actions
- 5. Implement rollbacks
|
| Topic 5: 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
- Define success criteria and evaluation signals for agent tasks
- 1. Identify qualitative and quantitative evaluation signals to evaluate agents
- 2. Specify expected outcomes and operational constraints for agent tasks
- 3. Generate evaluation signals by using automated scanning tools
- 4. Align evaluation criteria with development intent
- Tune agent behavior based on evaluation results
- 1. Revise instructions, workflows, or constraints
- 2. Refine memory usage
- 3. Refine tool usage and tool access
|
| Topic 6: Implement guardrails and accountability | 10-15% | - Implement guardrails and human-in-the-loop workflows
- 1. Preserve execution velocity by minimizing approvals that do not materially reduce risk
- 2. Block actions that violate defined security, compliance, or Responsible AI policies
- 3. Scope permissions and execution contexts to enforce least-privilege access
- 4. Require explicit authorization or controlled paths for irreversible or compliance-sensitive changes
- 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
|
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Microsoft Developing in Agentic AI Systems Sample Questions (Q38-Q43):
NEW QUESTION # 38
You have a GitHub Enterprise repository that runs an autonomous agent by using a GitHub Actions workflow. The workflow has the following jobs:
- agent-run that generates trace.json and plan.md
- review that waits for human approval before continuing
- deploy that uses the outputs from agent-run
You need to make the files inspectable in the GitHub Actions UI and ensure that the files are available to the review and deploy jobs.
What should you do in the workflow?
- A. Commit trace.json and plan.md back to the repository from agent-run.
- B. Upload trace.json and plan.md as workflow artifacts in agent-run, and download the files inside the jobs.
- C. Use dependency caching to store trace.json and plan.md.
- D. Store trace.json and plan.md on a network share and have later jobs retrieve them from the share.
Answer: B
NEW QUESTION # 39
You have a GitHub Enterprise Cloud organization that uses the GitHub Copilot coding agent to resolve issues asynchronously.
When an issue is assigned to GitHub Copilot, the agent creates a draft pull request, but your team cannot always tell whether the agent is actively working, has completed its session, or is awaiting workflow approval.
Which execution context does each signal indicate? To answer, drag the appropriate context to the correct signals.

Answer:
Explanation:

NEW QUESTION # 40
You have a GitHub repository that uses the GitHub Copilot coding agent to resolve issues and create draft pull requests. The repository has a ruleset named ruleset1 that enforces the following:
Signed commits
Branch protections that require status checks to pass before merge
The agent is blocked from operating in the repository because it fails to comply with the signed-commits rule.
You need to ensure that the agent can create and push changes to copilot/ branches. The solution must enforce the signed-commits rule for human developers on protected branches.
What should you do?
- A. Make Copilot an owner of the repository.
- B. Add Copilot as a bypass actor for ruleset1.
- C. Remove the Require signed commits rule from ruleset1.
- D. Grant the Copilot coding agent permission to push directly to the copilot/ branches.
Answer: B
Explanation:
Adding Copilot as a bypass actor for the ruleset permits the coding agent to create and push its working changes without removing the signed-commit control for human developers. This is the narrowly scoped exception required by the scenario.
Making Copilot a repository owner grants excessive privilege and is not needed to resolve the signing restriction. Granting general push permission does not override a ruleset that blocks unsigned commits. Removing the signed-commit requirement weakens protection for every actor governed by the ruleset, including human developers on protected branches.
A bypass actor should be used deliberately and limited to the required automated identity and scope. The protected branch requirements, status checks, and human review processes should remain in place before agent-generated changes are merged.
Study-guide topics: rulesets, bypass actors, branch protection, and least-privilege exceptions.
NEW QUESTION # 41
You have a GitHub repository that uses the GitHub Copilot coding agent to resolve issues in an ephemeral GitHub Actions environment.
Builds fail unless an environment variable named NPM_TOKEN is available, because the repository depends on a private package registry.
A workflow named .github/workflows/copilot-setup-steps.yml was added but was merged into a non-default branch and does NOT run when new agent sessions start.
You need to ensure that for every new agent session, the setup steps run, and the private registry token is available as NPM_TOKEN, without hardcoding secrets in the repository.
What should you do?
- A. Create an organization-level Actions secret named NPM_TOKEN and reference it from .github/copilot-instructions.md.
- B. Add the token directly under env: npm_token: in the workflow file.
- C. Disable the agent's integrated firewall and rename the workflow.
- D. Move .github/workflows/copilot-setup-steps.yml to the repository's default branch and store the token as a GitHub Actions environment secret named NPM_TOKEN in the Copilot environment.
Answer: D
Explanation:
The Copilot setup workflow must be present on the repository's default branch to be used for new coding-agent sessions. Moving .github/workflows/copilot-setup-steps.yml there ensures the setup procedure is discoverable for every newly created agent environment.
The package-registry credential should be stored as an environment secret in the Copilot environment and exposed using the required variable name, NPM_TOKEN. This permits package installation without committing the token into workflow YAML, instructions, source code, or pull requests.
Disabling network controls does not resolve missing credentials and expands risk unnecessarily. Repository instructions can describe setup expectations but cannot safely substitute for an injected runtime secret. Adding the raw token to YAML permanently exposes it to repository history and anyone with repository access.
Study-guide topics: ephemeral environments, setup workflows, environment secrets, and secure dependency access.
NEW QUESTION # 42
You have a GitHub repository that uses GitHub Actions to run an autonomous agent job. The job summarizes a pull request and posts the summary as a pull request comment.
Your company stores required configuration values, such as JOB_NAME and RUNNER, as organization-level configuration variables and exposes them in workflows by using the vars context.
You discover that the agent job runs on push events and creates comments that are NOT tied to a pull request.
You need to ensure that the agent job runs only when the workflow run is triggered by a pull request. The solution must keep the job name and runner selection configured by using variables.
What should you do in the workflow?
- A. Set jobs.agent.if: ${{ github.ref == 'refs/heads/main' }}. Set jobs.agent.name and jobs.agent.runs-on by using the vars context.
- B. Set jobs.agent.if: ${{ env.GITHUB_EVENT_NAME == 'pull_request' }}. Set jobs.agent.name and jobs.agent.runs-on by using the env context.
- C. Set jobs.agent.if: ${{ github.event_name == 'pull_request' }}. Set jobs.agent.name and jobs.agent.runs-on by using the vars context.
- D. Set jobs.agent.if: ${{ github.event_name == 'push' }}. Set jobs.agent.name and jobs.agent.runs-on by using the vars context.
Answer: C
Explanation:
The job must evaluate the event that triggered the workflow. The expression github.event_name == 'pull_request' directly tests that condition, ensuring the agent job is skipped for push-triggered runs. GitHub's contexts documentation provides this exact job-level filtering pattern. Configuration variables remain accessible through vars, allowing the workflow to use name: ${{ vars.JOB_NAME }} and runs-on: ${{ vars.RUNNER }} without hard-coding either value.
Option A checks a branch reference rather than the triggering event. A push to the main branch could therefore satisfy the condition, which violates the requirement. Option B incorrectly substitutes the environment context for the organization's configuration-variable context. GitHub also distinguishes default environment variables from properties available through expression contexts. Option C explicitly selects push events and therefore preserves the unwanted behavior.
This configuration establishes the correct execution boundary before the autonomous job starts. It connects the agent's activity to the intended pull request event while retaining centrally managed configuration. The relevant curriculum topics are evaluating execution context and configuring agents to run within CI workflows.
Reference:
NEW QUESTION # 43
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