Two-pass wizard for drafting to NAV, Barnevernet, schools, Bufdir, kommune,
Statsforvalter, Trygderetten. Pass 1 (gpt-4o-mini) classifies the situation
and emits clarify questions if facts are missing; user answers inline and
resubmits without losing context. Pass 2 retrieves law passages via hard-RAG
(ClientRagPipeline with body-specific slice presets), drafts in Norwegian
bokmål with gpt-4o using [CITE:N] tokens, self-checks that every citation
maps to a real corpus passage, then translates to the working language.
Result is side-by-side Norwegian + EN/PL/UK with copy/download per side
and an expandable Cited Law panel.
Credit deducts only when Pass 2 actually runs, not on a clarify cycle.
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
