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Disclosure on demand: what LL-2026-04 actually requires
Fannie Mae's AI/ML governance framework took effect on 2026-08-06. What it obligates seller/servicers to do, and why the honest answer to disclosure on demand is a record the asker can check, not a memo the asker must trust.
Keys to the walk-in
A multi-tenant publishing platform issues its API credential agency-wide — one key, every client site. Fifteen years of kitchens said locks are the architecture, so the QA station was rebuilt on the one credential scoped to a person: the login. The tool inherits the human.
Keys to the vault
Everyone asks whether the model can be trusted. Wrong question — banks settled it a century ago. Trust is a property of the access, not the worker. Scope beats trust-me; walk your stack and count the master keys.
Yes, chef
The hardest problem in agent coordination — a crowd of capable specialists acting like a team instead of a mob — is one the professional kitchen solved a century ago. One expediter. Everyone owns one place. Nothing leaves unchecked.
86 the caveman
Grinding agent language down to grunts to cut the token bill buys ambiguity at a discount. The kitchen got terse by getting professional, not dumb — heard, fire, 86 — and that compressed language is the one worth stealing.