Transparency & Role Attribution

KeiCrew content may include role attribution — a short label indicating which governed role produced a public artifact (for example, a content strategist or market analyst role in our Business Operating Layer).

What attribution means

Role attribution is a sanitized label for readers. It does not expose:

• Internal approval ledger entries or cycle identifiers
• Private repository paths or credentials
• Raw dispatcher prompts or tainted draft text

What we do expose

We publish the approved, rendered output only — after policy checks, approval verification, and content-hash binding. If content changes, it must pass the approval path again before publish.

This page explains the model; it is not a live feed of internal systems.