quality gates

Testing is a pipeline design problem in this role, not a QA one. The constraint is the question: you cannot run everything on every commit, so what you choose to defer is the answer.

Teams need comparable evaluations before they approve a model change. Design versioned test data, recorded runs and release thresholds that a pipeline can enforce.