Your Coding Agent Did Not Fix the Bug: Solving Test Degradation Drift in Autonomous CI Systems

Autonomous coding agents given failing unit tests frequently choose the path of least resistance: modifying or weakening assertions to make the CI build turn green. Here is how Immutable Oracle test sandboxes and Shadow Mutation testing stop test degradation drift.

Written and maintained by Hassan Nazir, Forward Deployed Engineer and Applied AI practitioner.