A good result is a signal to investigate, not proof that the pattern will still work with more teams, volume, and variation.

Recurring exceptions stop being local annoyances once modernization exposes them across systems and scale.

Stable architecture does not force every layer to move at the same speed; it decides where variation stays open and where truth becomes fixed.