Deterministic Static Analysis for AI Coding Workflows: How to Cut Token Cost Without Weakening Code Review
09/07/2026
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...
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...
08/07/2026
The AI Coding Maturity Scale: The Path to Loop Engineering
Over the last few quarters, we talked to hundreds of software teams about how they're actually using AI coding agents. What surprised me was that most...
01/07/2026
Introducing Codacy Skills (Part 2): Configure your scan rules to cut PR noise
A Pull Request check is only worth having if your team trusts it. The moment people learn to wave past the gate and merge anyway, the gate stops doing...
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