A financial services company is adopting GitHub Copilot Business. The compliance team mandates that no code related to their proprietary quantitative trading algorithms, located in the `src/algo/trading/` directory, should ever be sent to the Copilot service for suggestions. A junior developer suggests adding this path to the repository's `.gitignore` file. A senior architect disagrees. What is the primary reason the architect's position is correct in this context?
Q2Multiple answers
A development team is using GitHub Copilot to refactor a large Java monolith into microservices. They are struggling to get useful suggestions for a complex business logic module. The current prompt in Copilot Chat is simply: `Refactor this class to a microservice`. Which TWO of the following prompt engineering techniques would most significantly improve the quality of the suggestions? (Select TWO)
Q3
A data scientist is using GitHub Copilot to generate Python code for a new machine learning model. They notice that Copilot frequently suggests code that uses outdated libraries (e.g., `pandas` 0.x functions that are now deprecated) and non-idiomatic patterns. What is the most likely underlying reason for this behavior?
Q4
True or False: The GitHub Copilot Individual plan offers the same IP indemnity protection as the Copilot Business plan, safeguarding users from copyright claims related to code suggestions.
Q5
A developer is using GitHub Copilot in their IDE. They write a comment and a function signature, and then pause, waiting for a suggestion. An administrator wants to explain the high-level data flow that occurs at this moment. Which of the following diagrams best represents the lifecycle of this code suggestion request? ```mermaid sequenceDiagram participant IDE participant Proxy as Proxy Service participant LLM as Large Language Model IDE->>Proxy: Send Context (Code, Cursor Position) Proxy->>Proxy: Apply Filters (e.g., Telemetry) Proxy->>LLM: Forward Sanitized Prompt LLM->>LLM: Generate Suggestions LLM-->>Proxy: Return Suggestions Proxy->>Proxy: Apply Filters (e.g., Duplication Detection) Proxy-->>IDE: Deliver Final Suggestion ```
Q6
A project manager is evaluating the impact of GitHub Copilot on their team's performance. They want to gather quantitative data on adoption and effectiveness without relying solely on developer surveys. Which GitHub Copilot feature provides API-driven metrics on suggestion acceptance rates and overall usage?
Q7
A developer is writing unit tests for a Python function that calculates loan interest. They ask GitHub Copilot to `/tests generate edge cases`. Copilot provides several valid tests but completely misses the case where the interest rate is zero. This oversight could lead to a `ZeroDivisionError` in a related calculation. This scenario highlights which fundamental principle of using generative AI?
Q8
A large corporation has just purchased GitHub Copilot Enterprise. Their primary goal is to ensure that code suggestions align with their internal coding standards, security practices, and architectural patterns, which are documented across dozens of Markdown files in a dedicated repository. Which Copilot Enterprise feature is specifically designed to address this requirement?
Q9
**Case Study:** A fast-growing e-commerce startup, 'ShopFast', has decided to adopt GitHub Copilot to accelerate development. They have a mix of senior and junior developers working on a JavaScript/React frontend and a Python/Django backend. The CTO has two primary concerns: 1) Ensuring junior developers learn best practices rather than just accepting suboptimal code, and 2) Preventing burnout among senior developers who spend too much time on code reviews for simple, repetitive errors. The CTO wants to leverage GitHub Copilot to create a more efficient and educational development lifecycle. They are considering both the Copilot Business and Copilot Enterprise plans. Which solution best addresses both of the CTO's concerns by leveraging features available in GitHub Copilot Enterprise?
Q10
A developer is using the GitHub Copilot CLI. They want to find the correct `git` command to view the commit history in a graph format, but they can't remember the exact flags. Which Copilot CLI command should they use to ask for help?