Keeps the authoring matrix as observed
The matrix left as the systems show it, with no source invented and no authoring moved to fit a preferred style
Can AI do this?
Not settled yet The benchmark tested this, but the models' answers do not settle yet whether they master it. 1 of 4 models in the current benchmark master it.
| Model | Tier | Probability of mastery | Status |
|---|---|---|---|
| gemini-4-argon | Flagship | 90% | Not shown |
| gemini-3.5-flash-lite | Low cost | 90% | Not shown |
| gpt-6-luna | Low cost | 90% | Mastered |
| claude-haiku-5-5 | Low cost | 89% | Not shown |
Mastered means a probability of at least 90% that the model has this knobit, estimated from its graded answers. “Not shown” means the answers do not settle it either way. How the models are tested.
What it looks like in practice
Expected result: The matrix left as the systems show it, with no source invented and no authoring moved to fit a preferred style
How it is assessed: Design follows the matrix, not the reverse
Related knobits
Builds on
All 14 knobits of Scope the master data domains and choose the hub style.
Source: Graded on its own by rmd-domains-hub-style