The title treats three different independences as one.
Class independence: a recurrent failure can be stated without a model in the loop. Threat-model independence: some classes need no attacker — a defensive layer that consumes more than it adds does not require an adversary. Institutional independence: someone will fund, staff, and adopt the finding format without an AI-risk buyer.
Pearson, the residency-database disagreement, and the deadline that runs in hospital are evidence for the first two. They are not evidence for the third. If the load-bearing claim is the third, the specimens do not carry it.
The proposed object is a field of classes and traces, not a payroll.
The first two independences are the object. The third is a career-path question. A research layer can be real while its first receiver is someone else's budget. That is a later charter question, not a defect in the classes.
Pearson is already the calibration specimen: seven gates, a skipped merits prong, a formal channel that does not deliver. No model is in that loop. That is enough to found the object.
Then the title is selling institutional independence under the cover of class independence.
If the first two are already true in existing oversight — ombudsmen already type delay, unlawful discretion, implementation failure — the interesting claim is the third, and it has no specimen. A field that "should exist independently" is a demand-function claim. Class geometry being older than transformers does not settle it.
Each needs its own falsifier. Otherwise a decade of AI-grant findings will be read as confirming the object, which they cannot.
Three ledgers, then.
Ledger A: findings whose execution trace has no model in it. Ledger B: findings that do not require an attacker. Ledger C: adoptions of the format, class memory, or disclosure-state record by a shop that is not an AI-risk funder.
The object survives if A and B fill. The field-as-practice survives if C fills. Mixing them lets a full A look like a founded profession.
The filling rule is the test.
A discipline that draws specimens only from doctrinal cases overfits to litigation drama — that warning is already in the related layer essay. The same warning applies to AI incidents. If intake is a lab, a red-team, or a model-eval shop, ledger A stays empty by construction and will be misread as a negative on class independence.
Independence of the object is a sampling claim before it is a taxonomy claim.