GH-300 - Use GitHub Copilot responsibly - Section 1.1

Describe the risks, limitations, and ethical considerations of generative AI tools.

Recognise the risks and limitations of generative AI coding tools, including hallucination, biased or insecure suggestions, and over-reliance. Explain the principles of ethical and responsible AI use that apply when GitHub Copilot is part of a developer's workflow.

Generative AI risksResponsible AIBias and fairnessHallucination

Practice question for this objective

Free sampleUse GitHub Copilot responsiblyeasy

A manager wants to summarise the main ethical considerations of using a generative AI coding tool responsibly for a short team briefing. Which grouping best captures those considerations?

  • APrompt length, suggestion latency, and acceptance rate, since tuning how quickly and often suggestions are taken is the main responsible-use consideration when adopting the tool.
  • BOutput accuracy and validation, fairness and bias, and human accountability, since these capture the core ethical considerations of using the tool responsibly. Correct
  • CRepository size, language coverage, and indexing speed, because how thoroughly the tool can read a codebase is the central responsible-use question a team should address first.
  • DLicence compatibility, dependency updates, and vulnerability scanning, as keeping the dependency tree clean is the principal responsible-use concern when relying on AI suggestions.
Summarise responsible-use ethics around output accuracy, fairness and bias, and human accountability for AI coding tools. The ethical considerations of a generative coding assistant centre on whether output is accurate and validated, whether suggestions are fair and free of harmful bias, and who remains accountable for what is committed, rather than on usability, cost, or infrastructure topics.

Why A is wrong: Latency and acceptance metrics are performance and adoption measures, so they miss the accuracy, fairness, and accountability themes the responsible-use briefing needs to cover.

Why B is correct: Accuracy and validation, fairness and bias, and human accountability are the genuine responsible-use themes, so this grouping correctly frames the ethical briefing.

Why C is wrong: Codebase coverage and indexing describe capability and reach rather than ethics, so they do not frame the validation, bias, and oversight issues at stake here.

Why D is wrong: Dependency hygiene and scanning are sound engineering practices but sit beside the human-oversight and fairness questions, so they do not capture the ethical core the briefing requires.

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