VISIBLE OR INVISIBLE · CHAPTER 5 COMPANION
Governed AI Knowledge System
Start with one question. The four steps below help you prepare an answer for review.
The Living Knowledge Loop
Adapted from Chapter 5, Figure 7 · Sannah Vinding
Capture an answer and its sources, have it checked, then put it where people can use it. Review and update it as things change.
Core Layer
Shared principles, source boundaries, and rules that protect trust.
Task Layer
Practical guidance for one question: the answer, reasoning, sources, and when an expert is needed.
You can leave gaps and return later. You don’t need to complete the whole loop today.
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