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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Test, deploy, and monitor agentic AI systems | 20% | - Deploy and monitor agents at scale
|
| Topic 2: Implement agents and multi-agent systems | 30% | - Build agents with Azure AI tools and frameworks
|
| Topic 3: Design agentic AI solutions | 25% | - Design agent architecture
|
| Topic 4: Integrate tools, data, and services | 25% | - Connect data sources and knowledge bases
|
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NEW QUESTION # 94
You have a repository on github.com that uses the GitHub Copilot coding agent.
You also use the GitHub Copilot CLI locally to reproduce failures and continue the same work from your terminal.
You need to verify the current token usage.
Which Copilot CLI slash command should you run?
Answer: C
Explanation:
The correct answer is /context when the requirement is to verify the current token usage of the active context window. GitHub documents /context as the command that displays the active model and the number of tokens currently in use relative to the model's total context capacity. It also provides a breakdown across the system prompt, custom instructions, built-in tools, MCP tools, conversation messages, free space, and reserved buffer.
This is distinct from /usage. /usage reports broader session statistics, including AI Credits consumed, session duration, lines edited, and per-model token totals. Therefore, /usage is appropriate when reviewing cumulative session consumption, but /context is the more precise answer to a question asking for the current token usage of the working context.
/compact reduces context pressure by summarizing earlier conversation history; it does not merely report the current token state. /diff reviews code changes and is unrelated to context or token accounting.
Study Guide Reference Topics: Manage Memory, State, and Execution; context-window monitoring; token-budget management; maintaining effective long-running agent sessions.
NEW QUESTION # 95
You need to make changes to repo1 to support the planned changes for the developers.
What should you modify?
Answer: D
Explanation:
The selected location is appropriate when the planned developer changes concern repository-defined custom agents. Files under .github/agents/ define reusable agent roles that can be stored and reviewed alongside the application code. Their .agent.md format combines YAML configuration with Markdown instructions describing the agent's responsibilities and expected behavior.
This arrangement allows the team to maintain specialized planning, implementation, and review roles consistently. Changes to an agent's instructions or configuration can pass through the repository's normal pull request process, providing a record of how the development workflow evolves.
The alternative locations serve different configuration purposes. .vscode/mcp.json configures MCP server connections for the workspace. .vscode/settings.json contains editor settings. Neither is the primary location for defining a repository's custom agent profile.
The question's planned changes are not reproduced in its supplied statement. Therefore, B is the source-selected answer under the custom-agent interpretation; a requirement specifically about MCP connectivity would require different configuration.
Study-guide topics: custom agent architecture, repository-scoped configuration, and version-controlled development workflows. Reference: VS Code-Custom agent file locations and structure.
Topic 2, GitHub Environment
Existing Environment
GitHub Environment
The GitHub environment contains the following:
Three repositories named product-api, billing-service, and infra-terraform.
Branch protection on the main branch in all repositories that requires at least one pull request review before merging GitHub Actions runners used across all workflows A GitHub team named SG_Dev that contains developers A GitHub team named SG_Review that contains senior engineers and a security team A .github/copilot-instructions.md file that includes general coding conventions for all features Agent environment The product-api repository uses a GitHub Copilot coding agent named agent1 that has the following configurations:
No custom agent profile is defined.
A Model Context Protocol (MCP) server named MCP1 is deployed to https://mcp.litwareinc.internal and provides access to internal ticketing and deployment APIs. MCP1 requires an API key for authentication.
A second Copilot coding agent named agent2 handles changes in infra-terraform and runs in parallel with agent1 when both agents have open assigned issues.
Copilot memory is NOT enabled for the organization.
Problem Statements
Litware identifies the following issues:
During two recent sessions, agent1 accessed files in billing-service, which is outside the agent's intended scope. agent1 makes code changes immediately after receiving a task.
A developer named Ben, who is on the SG_Dev team, reports that agent1 completed a session with a successful status and opened a pull request, but the pull request contains no file changes. Other developers report this intermittently as well.
Both agent1 and agent2 modified shared/config.yaml in a parallel test run, generating conflicting outputs. agent1 consistently uses raw try-catch blocks for error handling, which violates the defined implementation guidelines of SG_Dev.
Requirements
Planned Changes
Litware plans to make the following changes:
Ensure that agent1 can access all the tools in the environment.
Provide product-api with specific instructions to agent1 without affecting Copilot Chat or Copilot code review.
Configure MCP1 as a tool for agent1 by modifying the product-api repository MCP configuration.
Ensure that Copilot retains details that it has learned and uses that knowledge for future work. This must be applied to all licensed members of the organization.
Implementation guidelines
The development team at Litware identifies the following implementation guidelines:
Agent workflows must be able to run in parallel.
Application error handling must use the repository ErrorHandler class. agent1 and agent2 must run on isolated branches during parallel execution. File-level conflicts must be detected before merges, and both agents must be able to run concurrently.
Security Requirements
Litware identifies the following security requirements:
Only the members of SG_Review must be able to approve agent1 plan outputs.
All API keys must be stored and accessed securely.
The developers must NOT be able to self-approve.
Agent configuration
NEW QUESTION # 96
You have a GitHub repository that uses GitHub Copilot Chat in Microsoft Visual Studio Code. Custom agents are stored in the repository under version control.
Your team uses a multi-agent workflow where a planner agent produces an implementation plan that is then handed off to an implementation agent to make changes.
Recent prompts cause the planner agent to start editing files and running commands before the plan is approved.
You need to configure the planner agent to meet the following requirements:
Use only read-only tools.
Hand off to the implementation agent only after the plan is approved.
How should you configure the agent? To answer, select the appropriate options in the answer area.
Answer:
Explanation:
NEW QUESTION # 97
During a Copilot CLI session, an MCP tool call fails because the external service requires re- authentication. What is the most likely resolution path?
Answer: B
Explanation:
MCP tool failures due to expired or invalid credentials require re-authenticating the connector itself; conversation-management commands like /compact or /diff don't address authentication issues.
NEW QUESTION # 98
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?
Answer: C
Explanation:
The artifact.destroy audit log event records manual deletion of workflow artifacts. It provides the event data needed to identify the actor responsible for the deletion and the time at which it occurred.
Pull-request comments and descriptions can describe review activity, but they are not authoritative evidence of artifact deletion. Merge commits only establish repository-history changes and do not record deletion of workflow artifacts. A checks-related log event is unrelated to artifact lifecycle management.
Audit records should be correlated with the affected repository, workflow run, artifact name, and timestamp. This produces a traceable explanation of why evidence from a particular run is no longer present. Where long-term retention is required, the organization should combine artifact policies with external audit-log retention or streaming.
Study-guide topics: artifact accountability, audit events, evidence retention, and workflow investigation.
NEW QUESTION # 99
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