ci cd

Most cloud breaches start with a setting, not an exploit. The scored answer moves those settings into reviewed code, checks them before deployment, and catches the drift that happens anyway.

Serving images bundle a model runtime, GPU libraries and dozens of Python packages. The scored answer controls what goes in, proves where it came from, and admits only verified images to production.

Three ways a package you never meant to run ends up in your build. AI coding assistants added a fourth: the package that never existed until someone registered it.

Provenance is only worth anything at the moment someone refuses to deploy because it does not match. Say where that moment is.

The pipeline holds the keys to production and runs code from pull requests. The scored answer separates untrusted from privileged work, pins what it executes, and removes long-lived secrets.

Shai-Hulud showed that a stolen publishing token can turn one compromised maintainer into hundreds of poisoned packages within hours. The response is part incident handling, part credential hygiene, and the prevention lives in your CI.

CI already mixed untrusted input with powerful tokens. Adding an agent that reads issue text and can act turns a shell-injection problem into a prompt-injection problem. The scored answer fixes both.

Detections are production code that pages people. Treating them that way means version control, tests that prove they fire, review, staged rollout and metrics that decide which ones live.

Turn a finding into a requirement-based test with real effect evidence. Keep unresolved runs visible and prevent reruns, tolerances or empty results from hiding a defect.