Rewrites a solution as the concern behind it
The question the solution was meant to answer, for its stakeholder to confirm
Can AI do this?
Not settled yet The benchmark tested this, but the models' answers do not settle yet whether they master it. 0 of 4 models in the current benchmark master it.
| Model | Tier | Probability of mastery | Status |
|---|---|---|---|
| gemini-4-argon | Flagship | 83% | Not shown |
| gemini-3.5-flash-lite | Low cost | 59% | Not shown |
| gpt-6-luna | Low cost | 48% | Not shown |
| claude-haiku-5-5 | Low cost | 82% | 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 question the solution was meant to answer, for its stakeholder to confirm
How it is assessed: The rewritten concern is a question with no solution in it, marked for the stakeholder
Related knobits
Builds on
All 17 knobits of Frame stakeholder concerns and architecture principles.
Source: Graded on its own by da-concerns-principles