canary

Before a Major Update Silently Breaks Your Overnight Automation — Designing a Staged-Adoption Canary Gate

After a major update dropped my unattended run success rate from about 98% to 63% overnight, I built a staged-adoption gate that freezes the working setup, verifies a new version against a golden output in an isolated profile, and only then adopts it. Here is the design with bash and Python.