Skilirium

Explains the identity of a business thing

K-156 · Knowledge knobit · Activity: Capture data requirements · Competence: Data modelling

How a thing is told apart, who assigns its identifier, and whether it can change or be reused.

Can AI do this?

People still lead Few or none of the tested AI models showed they master this. 1 of 10 models master it.

ModelTierProbability of masteryStatus
gemini-4-argonFlagship 96%Mastered
gemini-3.1-pro-previewFlagship 68%Not shown
gpt-6-astraFlagship 92%Not shown
claude-fable-5-1Flagship 92%Not shown
gemini-3.8-flashMid tier 67%Not shown
gpt-6.1-solMid tier 89%Not shown
claude-sonnet-5-5Mid tier 89%Not shown
gemini-3.5-flash-liteLow cost 68%Not shown
gpt-6-lunaLow cost 66%Not shown
claude-haiku-5-5Low 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: How a thing is told apart, who assigns its identifier, and whether it can change or be reused

How it is assessed: States the identity rules a sample thing needs

Related knobits

Needed for

All 47 knobits of Capture data requirements.

Source: Data-management practice used by the stage 1 reference and review checklist