article / HNK

Give someone the job of protecting the explanation.

HNK teams include an explainer, a mapper, a limits writer, and a teach-back lead so fluency cannot hide gaps.

On an HNK team, someone owns the unknown box

Roles here are speaker, source-checker, unknown-keeper, and refusal-keeper. They are not builder/presenter in the QFP sense. If one student talks and the others decorate slides, the team has not started.

Keep HNK’s public positioning in view: turn AI output into an inspectable human explanation. Do not import QFP’s prototype talk, QKV’s laboratory protocol, or PQK’s field-friction log onto this page. Those brands are related projects of the same institution and they answer different jobs.

If this article is the reason you want a fit conversation, write info@hnk.org with the unexplained sentence only. English is welcome. Do not send other people’s records.