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GitHub Certified: Agentic AI Developer (GH-600)
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GitHub Agentic AI Developer
GitHub Certified: Agentic AI Developer (GH-600)
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Today's 10 GitHub Agentic AI Developer questions
The website gives you a real daily 10-question GitHub Agentic AI Developer set with explanations and source links. If you want the full bank, weak-domain targeting, readiness tracking, and longer tests, use the app.
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Question 1 of 10
Objective 3.01
Manage Memory, State, and Execution
A AI engineer is evaluating Memory & State Management. Which option should be used?
When context only needs to persist within a session fits apply Memory & State Management using When context only needs to persist within. It aligns with the rule, action, or configuration described in the prompt. Alternatives such as When you want to save memory resources for, When you need to store long-term data that, When context needs to persist across multiple sessions introduce conditions that the prompt does not require.
Concept tested: Manage Memory, State, and Execution (3.01)
Question 2 of 10
Objective 1.12
Prepare agent architecture and SDLC processes
A AI engineer is evaluating Agent Foundations. Which option should be used? Consider decision point 7.
Completing code snippets, variable names, and functions as you write fits apply Agent Foundations using Completing code snippets, variable names, and functions. It aligns with the rule, action, or configuration described in the prompt. Alternatives such as Replacing developer judgment and human review for production, Writing long-form non-technical essays and marketing copy, Defining organization-wide AI governance policy decisions introduce conditions that the prompt does not require.
Concept tested: Prepare agent architecture and SDLC processes (1.12)
Question 3 of 10
Objective 2.04
Implement Tool Use and Environment Interaction
According to the MCP overview page, which guide should you use to add MCP servers to Copilot Chat in your IDE?
Extending GitHub Copilot Chat with Model Context follows the Tool Interaction & Execution rule or configuration. Managing policies and features for GitHub Copilot and Adding MCP servers for GitHub Copilot CLI describe nearby alternatives, and Connect agents to external tools does not answer the stated situation.
Concept tested: Implement Tool Use and Environment Interaction (2.04)
Question 4 of 10
Objective 3.04
Manage Memory, State, and Execution
In the Copilot SDK, what should you provide when creating a session if you want the session to be resumable later?
The Memory & State Management issue is resolved by A custom sessionId. The remaining choices introduce A repository ruleset identifier, A branch-protection bypass token, or A memory-size limit in client settings, so they should be eliminated.
Concept tested: Manage Memory, State, and Execution (3.04)
Question 5 of 10
Objective 1.05
Prepare agent architecture and SDLC processes
According to responsible-use guidance, what should you do before merging code generated by Copilot cloud agent?
Review and test the generated content to confirm it meets requirements and security expectations fits apply Agent Foundations using and test generated content to confirm it. It aligns with the rule, action, or configuration described in the prompt. Alternatives such as Skip review when commits marked Verified, Merge after asking Copilot for second draft, without, Merge immediately if agent completed without errors introduce conditions that the prompt does not require.
Concept tested: Prepare agent architecture and SDLC processes (1.05)
Question 6 of 10
Objective 2.01
Implement Tool Use and Environment Interaction
A AI engineer is evaluating Tool Interaction & Execution. Which option should be used?
The agent can use all available tools fits apply Tool Interaction & Execution using agent can all available tools. It aligns with the rule, action, or configuration described in the prompt. Alternatives such as agent can use only MCP server tools, agent has no tool access until tools explicitly, agent can use only read and search tools introduce conditions that the prompt does not require.
Concept tested: Implement Tool Use and Environment Interaction (2.01)
Question 7 of 10
Objective 3.08
Manage Memory, State, and Execution
During a long-running code review session, how can you detect if the context has drifted from the initial task?
Use GitHub Copilot Memory Hooks to track and alert on context drift fits apply Memory & State Management using GitHub Copilot Memory Hooks to track and. It aligns with the rule, action, or configuration described in the prompt. Alternatives such as Increase number of reviewers to ensure accuracy, Check for changes in codebase that unrelated to, Manually review each line of code for any introduce conditions that the prompt does not require.
Concept tested: Manage Memory, State, and Execution (3.08)
Question 8 of 10
Objective 1.16
Prepare agent architecture and SDLC processes
A AI engineer is evaluating Agent Foundations. Which option should be used? Consider decision point 11.
From the agents panel or the agents page on GitHub, then open the session log fits apply Agent Foundations using From agents panel or agents page on. It aligns with the rule, action, or configuration described in the prompt. Alternatives such as From billing usage dashboard only, From repository rulesets, From organization profile page only introduce conditions that the prompt does not require.
Concept tested: Prepare agent architecture and SDLC processes (1.16)
Question 9 of 10
Objective 2.21
Implement Tool Use and Environment Interaction
When should you choose a direct chat invocation over a workflow-based invocation in GitHub Copilot?
When you need to perform a single, quick task without any predefined steps fits apply Tool Interaction & Execution using When you need to perform single, quick. It aligns with the rule, action, or configuration described in the prompt. Alternatives such as When you want to automate repetitive tasks across, When you require detailed step-by-step instructions for complex, When you need to integrate with third-party tools introduce conditions that the prompt does not require.
Concept tested: Implement Tool Use and Environment Interaction (2.21)
Question 10 of 10
Objective 3.09
Manage Memory, State, and Execution
A AI engineer is evaluating Memory & State Management. Which option should be used? Consider decision point 6.
The Memory & State Management issue is resolved by Clear the cache and refresh. The remaining choices introduce Restart Copilot, Manually update the memory, or No action needed, so they should be eliminated.
Concept tested: Manage Memory, State, and Execution (3.09)
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The free daily GitHub Agentic AI Developer set includes crawlable question text, answer choices, correct answer labels, objective mapping, and source links. Only the first SEO card includes answer explanations. Pro-only bank questions stay locked; this section mirrors only the 10 free daily questions already shown on this page.
Question 1 A AI engineer is evaluating Memory & State Management. Which option should be used?
Answer choices
- A. When context only needs to persist within a session
- B. When you want to save memory resources for other tasks
- C. When you need to store long-term data that will be used frequently
- D. When context needs to persist across multiple sessions
Correct answer
When context only needs to persist within a session
When context only needs to persist within a session fits apply Memory & State Management using When context only needs to persist within. It aligns with the rule, action, or configuration described in the prompt. Alternatives such as When you want to save memory resources for, When you need to store long-term data that, When context needs to persist across multiple sessions introduce conditions that the prompt does not require.
Wrong-answer review
- B. When you want to save memory resources for other tasks: When you want to save memory resources changes the condition being evaluated in this item.
- C. When you need to store long-term data that will be used frequently: When you need to store long-term data addresses nearby material but misses the Memory & State Management point.
- D. When context needs to persist across multiple sessions: When context needs to persist across multiple may sound plausible, but it does not answer this item.
Question 2 A AI engineer is evaluating Agent Foundations. Which option should be used? Consider decision point 7.
Answer choices
- A. Replacing developer judgment and human review for production code
- B. Completing code snippets, variable names, and functions as you write
- C. Writing long-form non-technical essays and marketing copy
- D. Defining organization-wide AI governance policy decisions
Correct answer
Completing code snippets, variable names, and functions as you write
Question 3 According to the MCP overview page, which guide should you use to add MCP servers to Copilot Chat in your IDE?
Answer choices
- A. Managing policies and features for GitHub Copilot in your organization
- B. Adding MCP servers for GitHub Copilot CLI
- C. Extending GitHub Copilot Chat with Model Context Protocol (MCP) servers
- D. Connect agents to external tools
Correct answer
Extending GitHub Copilot Chat with Model Context Protocol (MCP) servers
Question 4 In the Copilot SDK, what should you provide when creating a session if you want the session to be resumable later?
Answer choices
- A. A custom sessionId
- B. A repository ruleset identifier
- C. A branch-protection bypass token
- D. A memory-size limit in client settings
Correct answer
A custom sessionId
Question 5 According to responsible-use guidance, what should you do before merging code generated by Copilot cloud agent?
Answer choices
- A. Skip review when commits are marked Verified
- B. Merge after asking Copilot for a second draft, without additional checks
- C. Merge immediately if the agent completed without errors
- D. Review and test the generated content to confirm it meets requirements and security expectations
Correct answer
Review and test the generated content to confirm it meets requirements and security expectations
Question 6 A AI engineer is evaluating Tool Interaction & Execution. Which option should be used?
Answer choices
- A. The agent can use all available tools
- B. The agent can use only MCP server tools
- C. The agent has no tool access until tools are explicitly listed
- D. The agent can use only read and search tools
Correct answer
The agent can use all available tools
Question 7 During a long-running code review session, how can you detect if the context has drifted from the initial task?
Answer choices
- A. Increase the number of reviewers to ensure accuracy
- B. Check for changes in the codebase that are unrelated to the current task
- C. Use GitHub Copilot Memory Hooks to track and alert on context drift
- D. Manually review each line of code for any discrepancies
Correct answer
Use GitHub Copilot Memory Hooks to track and alert on context drift
Question 8 A AI engineer is evaluating Agent Foundations. Which option should be used? Consider decision point 11.
Answer choices
- A. From the billing usage dashboard only, because session logs are not exposed in product UI
- B. From repository rulesets, because agent execution details are stored there
- C. From the organization profile page only, because repository views do not list sessions
- D. From the agents panel or the agents page on GitHub, then open the session log
Correct answer
From the agents panel or the agents page on GitHub, then open the session log
Question 9 When should you choose a direct chat invocation over a workflow-based invocation in GitHub Copilot?
Answer choices
- A. When you want to automate repetitive tasks across multiple repositories
- B. When you require detailed step-by-step instructions for complex workflows
- C. When you need to integrate with third-party tools that don't support workflow-based interactions
- D. When you need to perform a single, quick task without any predefined steps
Correct answer
When you need to perform a single, quick task without any predefined steps
Question 10 A AI engineer is evaluating Memory & State Management. Which option should be used? Consider decision point 6.
Answer choices
- A. Restart Copilot
- B. Clear the cache and refresh
- C. Manually update the memory
- D. No action needed
Correct answer
Clear the cache and refresh
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