Label drift

Every method that works acquires a suffix. Internal Family Systems certification takes years of practice and consultation after the training, and meanwhile IFS-informed practice proliferates without it, which our research record flags as the label drift risk in exactly those words. Trauma-informed made the same journey further and faster, from a specific set of clinical commitments to a phrase that appears on funding applications, job descriptions, and organizational values pages. The critique has caught up with it. A 2025 paper in Culture, Medicine and Psychiatry asks in its title whether the wide reach of the trauma-informed model exceeds its narrow grasp, and practitioners writing from inside the field describe the term collapsing into a box to tick, satisfied by a two-hour training and a policy statement.

The asymmetry is the whole mechanism. Adopting a method’s vocabulary costs one sentence and adopting its judgment costs an apprenticeship, so the two diffuse at speeds that differ by orders of magnitude, and past some ratio the word stops predicting anything about what happens in the room. Nothing dishonest has to occur for this to run. Most people using the label learned something real, meant it sincerely, and simply had no way to know what the remaining distance was, because the part they did not get is the part nobody could have written down for them.

There is an honest version of the suffix, and it is worth studying because it shows what candor about the remainder looks like in practice. The North American Reggio Emilia Alliance states plainly that the municipality of Reggio Emilia approves no certifications in the approach, that there are no Reggio Emilia schools outside the city itself, and that when schools elsewhere call themselves Reggio-inspired the phrase is self-determined by the schools themselves, with vast differences in what it means. That is a label doing the one thing a drifting label never does. It declares its own uncertainty in the same breath it invites use. A parent reading it knows the word is a direction of travel and not a guarantee, which is precisely the information that trauma-informed no longer carries.

We apply this to our own field before it feels comfortable, because safety is the word most exposed to it right now. Ren and colleagues, in a NeurIPS 2024 paper they titled Safetywashing, measured widely used AI safety benchmarks against general capability and training compute and found many of them highly correlated, which means a lab can improve its safety scores by making a bigger model and report the result as safety progress. The vocabulary of the field is doing what IFS-informed did, spreading across products at conversational cost while the underlying discipline spreads at the speed of people who actually know how to do it. We use the word too. Every restraint claim on this site is a sentence anybody could write, which is why the ones that matter here are attached to structural facts a reader can check rather than to the adjective.

The kinship is with the metric proxy, one level up. There a countable stand-in replaced the quality of a bond with a quantity of it, and once the number existed, maintaining the number substituted for relating. Here the stand-in is a word rather than a number, and the substitution is the same shape: once the label exists, holding the label substitutes for holding the skill, and the market rewards the label because the label is the part it can see. Goodhart’s law does not require arithmetic. A proxy will do.

So the audit is one question, asked of any label including ours. What would have to be true for this word to be false here? If there is an answer, hours of supervision, a consultation requirement, a measurement someone else could take, then the word is a claim and it can be checked. If nothing whatsoever would make it false, it is a statement of intent, and intent is worth something, but it is not the thing the word is being read as. Ask it out loud and you find the practitioners who have gone the distance, because they are the ones who answer it with relief.