May 11 · 27 min read · In this article, you'll learn about meaningful code generation and review in complex repositories with AI. As an AI coding assistant I chose GitHub Copilot, but what you'll learn is easily applicable
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May 11 · 3 min read · The numbers are in, and they tell an uncomfortable story AI coding assistants promised to supercharge developer productivity. And in one narrow sense, they delivered. Developers are writing more code, faster, than ever before. But here's what the 202...
Join discussionMay 10 · 3 min read · The bottleneck moved. Most teams didn't. For years, the constraint in software delivery was writing code. Not anymore. AI coding tools now generate 41% of all code, and developers using them ship PRs at a measurably higher rate — roughly 20% more per...
Join discussionMay 9 · 3 min read · The Velocity Illusion There's a stat making the rounds in 2026 that every engineering leader needs to sit with: AI tools now generate 41% of all code globally, yet code churn is expected to double this year. Delivery stability has decreased 7.2% acco...
Join discussionMay 8 · 3 min read · The Review Queue Is the New Bottleneck — And Most Teams Haven't Adapted For twenty years, writing code was the slow part. A developer might open one or two PRs a day. Review kept up because there wasn't much to review. The pipeline was balanced. That...
Join discussionMay 7 · 7 min read · Your Team's Average PR Sits in Review for 26 Hours. That's Not a Process — It's a Traffic Jam. And it's costing you $180K/year on a 20-person team. Here's a number that will make you wince: the average pull request in a software team takes 26 hours t...
Join discussionMay 7 · 3 min read · The Review Bottleneck Is Real — and Getting Worse In April 2026, GitHub launched Stacked PRs into private preview — a native workflow for breaking large changes into chains of small, dependent pull requests. The timing wasn't accidental. As GitHub's ...
Join discussionMay 6 · 3 min read · The Hidden Tax on Every Engineering Team CI pipelines are supposed to be the backbone of fast, reliable delivery. But for most teams, they've quietly become one of the biggest drains on developer productivity. According to industry research, developm...
Join discussionMay 5 · 3 min read · The Morning Mistake Most Developers Make Most developers start their day the same way: open the IDE, pick up where they left off, and start writing code. Pull request reviews get pushed to "when I have a moment," which usually means late afternoon — ...
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