Why Engineering Teams Keep Building In-House AI Code Review Tools, and What It Really Costs
LLMs made internal AI code review tools easy to prototype. They did, however, not make them easy to operate.
09/07/2026
Agentic Development Is Standardizing Faster Than Its Operating Model
Right now, an agent is probably opening pull requests against your production code. You may not be able to say which agent, who configured it, which...
08/07/2026
Repository Instructions Are Becoming Engineering Artifacts. Treat Them Like It.
Your team already treats CI config, dependency manifests, and policy files as things that need an owner, a review, and a drift check, because they...
24/06/2026
Code Review Is Dead: AI-Generated Code Needs Verification, Not Human Approval
This is part 2 of our The Future of Code Review series. Read part 1, AI Is Breaking Code Review: How Engineering Teams Survive the PR Bottleneck, here.
23/06/2026
We Scanned 34,266 Repos. 1 in 4 Orgs Showed Gaps In AI Agent Config Files
Teams are shipping code with AI coding assistants such as Claude Code, Cursor, and GitHub Copilot, increasingly guided by repository-level instruction...
23/06/2026
AI Agents Are Turning Developers Into Engineering Orchestrators and Moving the Risk to Review
A growing number of senior engineers describe a similar pattern: writing only a small amount of code manually while AI agents generate much of the...
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