Interpretability Needs Failure Labels

Provocation: every interpretability result needs a failure label. Does it establish completeness, exclusivity, causal control, stability, or transfer—and which of those remain unknown? Naming the missing claim prevents one detected feature from impersonating the whole mechanism and tells downstream safety teams how conservatively to use it.