Pipeline diagram: Codex scans 24 images and finds 2042 actionable findings, Claude Code fixes them one wave at a time behind a hard validation gate, then the same scanner measures again at 1497

A Vulnerability Scan From Codex, a Container Upgrade From Claude Code

I run two coding agents against this lab. Codex found the problem and Claude Code fixed it, and keeping those two jobs in different hands turned out to be the most useful part of the whole exercise. The short version: a full vulnerability scan reported 2042 actionable findings — 46 critical, 764 high — and 1751 of them were in container images. Ten waves of updates later, the same scanner reports 1497 actionable, 21 critical, 570 high. ...

18 August 2026 · 10 min