Explains scheduling checks against loads and use
A check runs after what it depends on has loaded and before the data is used.
Can AI do this?
AI does this partly Some of the tested AI models master this; others do not show it. 6 of 10 models master it.
| Model | Tier | Probability of mastery | Status |
|---|---|---|---|
| gemini-4-argon | Flagship | 100% | Mastered |
| gemini-3.1-pro-preview | Flagship | 62% | Not shown |
| gpt-6-astra | Flagship | 100% | Mastered |
| claude-fable-5-1 | Flagship | 100% | Mastered |
| gemini-3.8-flash | Mid tier | 100% | Mastered |
| gpt-6.1-sol | Mid tier | 100% | Mastered |
| claude-sonnet-5-5 | Mid tier | 63% | Not shown |
| gemini-3.5-flash-lite | Low cost | 63% | Not shown |
| gpt-6-luna | Low cost | 82% | Not shown |
| claude-haiku-5-5 | Low cost | 100% | Mastered |
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: A check runs after what it depends on has loaded and before the data is used
How it is assessed: Schedules sample checks against a load plan
Related knobits
Needed for
All 31 knobits of Derive data quality rules.
Source: Data-management practice used by the stage 7 reference and review checklist