Run a refinement loop when a Blender result is subpar, user expectations are not met, validation fails, or repeated issues reveal a missing method. The loop freezes the work, captures evidence, diagnoses the failing dimension, decides which existing skill repairs it, records the lesson, and repairs the artifact from the correct baseline.
