Direct answer
In a knowledge pack, what must stay fixed is source truth: core claims, definitions, boundaries, examples, evidence standards and exclusions. What can change is the delivery layer: format, length, sequence, tone, channel and depth, provided the meaning survives.
How to use it
- List non-negotiables: definitions, stance, caveats, source claims and exclusions.
- List transformables: article, prompt, summary, checklist, social post, slide or FAQ.
- Decide who can approve a change to fixed material.
- Run a regression check after every transformation.
- Label outputs as source, adaptation or derivative.
Example
| Fixed | Flexible |
|---|---|
| Definition of the framework | Article length |
| Claim caveats | Post format |
| Evidence boundaries | Example order |
| Target audience | CTA placement |
Caveats and limits
If you do not name what is fixed, the AI will infer it. That is how frameworks slowly lose shape.