container security Archives

A developer reviewing an AI agent workflow inside a secure sandbox environment, illustrating the need for containment

When Software Stops Waiting for Instructions

July 21, 2026

Ask a chatbot to fix a bug in your code, and it will describe how to fix it. Ask an AI agent to fix the same bug, and it might actually open the file, change the code, run the test suite, and submit the pull request — without asking you first. That shift, from describing action to taking it, is the whole story behind the sudden explosion of interest in “AI agents.” It’s also why the conversation about them has quietly moved away from “which model is smartest” and toward a much less glamorous question: what, exactly, is this thing allowed to touch?

Why Scanning Every Commit Is Not Enough: A Practical Guide to Software Supply Chain Security

Imagine a team that runs automated vulnerability scans on every pull request, enforces code review for every merge, and ships containers with confidence. Then one morning, their staging environment starts behaving strangely—not because of anything their developers wrote, but because a base image they pulled two weeks ago silently contained a compromised library. The scan passed. The code review passed. The trust assumption that broke everything was made before a single line of their own code was written.