GitHub rebuilt the GitHub Copilot app's pull request view to stay fast on extreme diffs, benchmarking it against an open-source PR with 2,200 files, over a million changed lines, and 400+ inline comments. The architecture separates deterministic code-height geometry from estimated-then-measured dynamic comment blocks, avoiding scroll jumps. Practitioners reviewing huge refactors get a review surface that opens and scrolls like a normal-sized PR.
A new arXiv paper introduces CG-Diff, a code-review representation that organizes pull-request changes around call-graph subgraphs instead of file-by-file diffs. An empirical study of GitHub PRs and a within-subject user study show the interface orients reviewers better than GitHub's PR view.
A new arXiv paper introduces CG-Diff, a code-review representation that organizes pull-request changes around call-graph subgraphs instead of file-by-file diffs. An empirical study of GitHub PRs and a within-subject user study show the interface orients reviewers better than GitHub's PR view.
GuidedReview is a Chrome extension that helps developers review AI-generated pull requests by providing guidance and context. It uses LLMs to assist in the review process, highlighting potential issues while emphasizing the human reviewer's unique understanding of the codebase and business context.
GuidedReview is a Chrome extension that helps developers review AI-generated pull requests by providing guidance and context. It uses LLMs to assist in the review process, highlighting potential issues while emphasizing the human reviewer's unique understanding of the codebase and business context.
A developer at a company that heavily uses generative AI to author pull requests reports that AI-written PRs have grown much larger and harder to review. Asking Claude Code to review a PR directly yields roughly 400 flagged 'issues', many of which are misunderstandings or bizarre edge cases. The poster built a custom skill that instructs Claude to report concrete, reproducible issues concisely in an HTML file, but still must filter out noise, and is asking the community for better practices.
A developer at a company that heavily uses generative AI to author pull requests reports that AI-written PRs have grown much larger and harder to review. Asking Claude Code to review a PR directly yields roughly 400 flagged 'issues', many of which are misunderstandings or bizarre edge cases. The poster built a custom skill that instructs Claude to report concrete, reproducible issues concisely in an HTML file, but still must filter out noise, and is asking the community for better practices.
A GitHub Blog post in the 'Copilot app for Beginners' series walks through using the app's built-in diff, terminal, and browser panels to review, run, and preview AI agent-generated code without leaving the app. This consolidates the coding loop—review changes, execute commands, test UIs—into one place, letting developers accept changes and create pull requests directly.
A GitHub Blog post in the 'Copilot app for Beginners' series walks through using the app's built-in diff, terminal, and browser panels to review, run, and preview AI agent-generated code without leaving the app. This consolidates the coding loop—review changes, execute commands, test UIs—into one place, letting developers accept changes and create pull requests directly.
Alchemize is a code review platform that helps engineers review large pull requests faster by simplifying the diff. It uses LLMs to structure and summarize changes, addressing the problem of reviewing AI-generated code at scale.
Alchemize is a code review platform that helps engineers review large pull requests faster by simplifying the diff. It uses LLMs to structure and summarize changes, addressing the problem of reviewing AI-generated code at scale.