How do you answer 'is this commit in prod?' in a mostly-autonomous pipeline?

Posted by Square_Voice_1970@reddit | ExperiencedDevs | View on Reddit | 13 comments

Our pipeline is roughly 90% autonomous now. Last week an AI agent patched a critical CVE, merged it, and shipped to prod. Our security lead found out five days later. Neither of us had a clean way to answer the question "is this fix in prod yet?"

The doing is automated. The telling is not. Right now, answering that basic question means stitching together CI logs, registry tags, k8s manifests, and Slack - basically AI-as-Sherlock, hoping it connects the right dots.

What patterns are people actually using for deterministic "is this fix already in prod?" queries across an autonomous pipeline? SBOM + provenance attestations? A homegrown deployment ledger? A Backstage plugin? Curious what's working in production, not what vendors claim works.