Tag

Pull Requests

4 articles

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Development

AI Code Reviewers Can Coach Attackers to Approval

A 4 October 2026 paper shows an AI pull-request reviewer's own comments guide an attacker to approval with the exploit intact, just as GitHub makes Copilot's approval count.

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Development

GitHub Copilot Can Approve Pull Requests, Then Close Its Own Comments

Two September 2026 GitHub Copilot updates let it approve pull requests and resolve its own review comments, a loop GitHub has yet to publish any accuracy data for.

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Development

AgenTag: AI Pull Request Tells Are in the Prose, Not the Code

AgenTag's 2 August 2026 study found AI-authorship signal in pull requests comes almost entirely from PR descriptions, not code diffs — and rewriting the text defeats it.

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Development

Merge Rate Became AI Coding's Scoreboard, and It Doesn't Agree

Four 2026 studies score coding agents by pull-request merge rate, but rankings flip between papers, suggesting the metric tracks the repo, not the agent.