Seeds a case for each claimed knobit in the task material
One case per claimed knobit in the data, none named in the prompt
Can AI do this?
AI does this partly Some of the tested AI models master this; others do not show it. 2 of 4 models in the current benchmark master it.
| Model | Tier | Probability of mastery | Status |
|---|---|---|---|
| gemini-4-argon | Flagship | 98% | Mastered |
| gemini-3.5-flash-lite | Low cost | 31% | Not shown |
| gpt-6-luna | Low cost | 98% | Mastered |
| claude-haiku-5-5 | Low cost | 65% | 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: One case per claimed knobit in the data, none named in the prompt
How it is assessed: Every claimed knobit can be shown or missed on a seeded case
Related knobits
Builds on
All 15 knobits of Write and review test items.
Source: Graded on its own by sa-item-authoring