Model-usage ethics

Disclosure is public. A usage audit is not.

The source dated a summary of how models were used and reviewed. That audit needs a bound logger and a named human reviewer. Neither is a public desk on this surface.

AI identities introduce themselves as such. High-stakes decisions stay with a human. That is the ethics page, not a dated usage report.

Inspect

What already stands as a public limit

These pages are the ethics record today.

Not run

What a usage summary would need

Naming the missing producer is the honest form of the report.

Next

Read the disclosure. Do not wait for a borrowed audit.

A university that will not reprint another brand's usage percentages is easier to trust than one that borrowed the quarter.