The Ardelio Blog
From the engineering frontlines.
The PR was reviewed. The risky line wasn't.
AI has made code cheaper to write. It has not made code cheaper to trust.
The Validation Crisis: Surfacing the Context Gap in Review
An empirical study of review friction across 10,303 pull requests, and the invisible limits of codebase-only tooling.
The Illusion of Correctness: Emerging Layers of Context
The layers of context that coding agents draw from, why the deepest layer is the one they struggle with most, and what to do about it.
Your coding agent goes quiet at 3am. That's the moment that matters.
Every tool the industry is excited about shows up when you're writing new code. None show up at 3am during a Sev 1. That gap is about to become the most expensive thing in your engineering org.