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News
Stop Creating Giant PRs — Try Stacked PRs Instead
45+ min ago (1072+ words) You open a pull request. 87 files changed. 3,500 lines added. Multiple features mixed together. Then the reviewer says: “Can you split this PR?” We've all been there. Large pull requests aren't necessarily bad code. But they're often hard code to review....
The what, why, and how of pull requests and source comments
1+ day, 4+ hour ago (567+ words) Microsoft veteran on knowing the difference and convincing approvers to accept a change Veteran Microsoft engineer Raymond Chen has weighed in on the difference between a pull request description and comments embedded in the code. Both matter, but they serve…...
You Don't Need a New Model Call for Every Commit: A Content-Hash Gate for GitLab CI
18+ hour, 49+ min ago (639+ words) Every commit triggers the same review. The diff has not changed. The prompt has not changed. But the pipeline still asks the model to think again. After ten small pushes, your free quota is gone. You are not paying for…...
A Diff Autopsy Sheet for Free-Model Changes: Flag Deletions, Churn, and Repo Shape Before Review
22+ hour, 12+ min ago (546+ words) Why this is worth reading: a free coding model can return a patch that passes your test suite and still create a costly change. It might delete a seed file, flip an executable bit, rewrite a 400-line module to change…...
Annotator agreement is the metric everyone skips before automating
22+ hour, 29+ min ago (308+ words) Teams rolling out AI-assisted data labeling almost always watch one number: how many labels get produced per hour. Once a project scales, that number stops...
Top 5 Tools for GitHub Notifications in Slack
1+ day, 4+ hour ago (1196+ words) Slack has given engineering teams many gifts: custom stickers, searchable chaos, and the ability to pretend a thread is not a meeting. Teams exists too, of course, but this article is about Slack, so we can keep morale high. The…...
RepoTrials: Turn your Git history into private coding-agent benchmarks
1+ day, 5+ hour ago (385+ words) Public coding-agent benchmarks answer an important question: which system performs best across a shared task set? Engineering teams usually need a different answer: Which agent, model, prompt, and tool configuration can we trust on our own codebase? RepoTrials is an…...
Freebuff Alternatives — 5 compared (2026)
1+ day, 14+ hour ago (208+ words) Alternatives / AI Tools 5 comparable AI tools to Freebuff— each with what actually sets it apart, reviewed on Stork. The best alternatives to Freebuff are Codeany, Continue.dev, Aider, OpenCode and Kilo. Each is an AI tool with a distinct edge…...
Stacked PRs: A Better Way to Ship Large Features Without Creating Monster Pull Requests
1+ day, 9+ hour ago (940+ words) If you’ve worked on a reasonably large codebase, you’ve probably seen a pull request like this: 87 files …...
RealityLint: a static tool that checks whether your README still matches your repository
1+ day, 16+ hour ago (149+ words) README files often drift away from the projects they describe. A script gets renamed. A file moves..env.example disappears. The project switches package managers. But the README still confidently tells people to do the old thing. I built RealityLint…...