Industry: DevOps and cloud-native operations

The dependency triage was the surprise. A backlog nobody touched became a list of three, cleared in an afternoon.

Correlated triage with stated confidence, remediation prepared but never executed unattended, and advisories filtered to what your code can reach.

A page fires; the change history, traces and logs are correlated into one hypothesis with its evidence, and the rollback is prepared and left for a human to press.

Correlates the alert with the deploy, the trace and the log line, proposes the rollback, and waits for a human to press it.

Reviews the diff for the bug rather than the style, and tells you which advisory in the dependency tree actually reaches your code.