Code Review Is a Memory Problem
The catch during review comes down to a memory someone happened to have. If remembering can be made cheap and put in the diff, review can stay thorough while code volume climbs.
Shift-Left
Reliability, systems thinking, and what we find while building.
RSSSecurity Shifted Left. Reliability Can Too.
Security moved from a late scan to a check where developers work, and it worked. The same shift is available for reliability, at authorship time, before commit.
AI Writes More of Your Code Now. It Also Ships More Reliability Risk.
In a 2025 study of 470 pull requests, AI-written code shipped ~1.7x more issues and ~1.4x more critical defects. Catch reliability risk before you commit.