Learn vocabulary for discussing AI-assisted code review, including Copilot suggestions, security flags, and human-in-the-loop review.
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What does 'the AI suggested this optimization' typically mean in a code review context?
'The AI suggested this optimization' means that an AI coding assistant proposed the change — but a human developer is surfacing it in review for the team to evaluate and decide whether to accept.
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What does 'Copilot flagged a potential security issue' mean?
When Copilot or an AI security layer flags an issue, it means the tool identified a suspicious code pattern — the developer must still review and decide whether it is a real vulnerability or a false positive.
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What is 'human-in-the-loop' review in the context of AI-generated code?
Human-in-the-loop review means a human developer is always responsible for evaluating AI-generated code before it is merged — the AI assists but does not have final authority.
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What does it mean to 'accept' versus 'reject' an AI suggestion during review?
In AI-assisted workflows, accepting a suggestion means incorporating the AI's proposed change into the code, while rejecting it means dismissing the suggestion — the developer may then write their own implementation.
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What does 'I reviewed the AI's suggestion and it introduced a subtle bug' communicate?
This phrase highlights why human-in-the-loop review is critical — AI suggestions can look plausible but contain subtle bugs that only careful human review will catch, such as off-by-one errors or incorrect edge case handling.