Calm licensure tracking before the paperwork gets messy.
One record trail stays attached from first log through audit review, supervisor handoff, and final export.
Grounded audit first
Counts, ratios, and state logic stay explicit before any narrative layer enters the review chain.
AI stays visibly secondary
Narrative QA can help with wording and documentation quality, but it never becomes the compliance answer.
Human release stays explicit
Supervisor handoff and board-facing export still happen behind a person reviewing the same source trail.
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Pulling the same record trail, rules posture, and handoff context into view.