Skilirium

Recognises conflicting data requirements

K-123 · Skill knobit · Activity: Capture data requirements · Competence: Data modelling

Two requirements that cannot both be met, or that give the same thing two different values, units or sources. Usually a missing condition or scope.

Can AI do this?

People still lead Few or none of the tested AI models showed they master this. 0 of 10 models master it.

ModelTierProbability of masteryStatus
gemini-4-argonFlagship 72%Not shown
gemini-3.1-pro-previewFlagship 38%Not shown
gpt-6-astraFlagship 39%Not shown
claude-fable-5-1Flagship 37%Not shown
gemini-3.8-flashMid tier 38%Not shown
gpt-6.1-solMid tier 38%Not shown
claude-sonnet-5-5Mid tier 38%Not shown
gemini-3.5-flash-liteLow cost 42%Not shown
gpt-6-lunaLow cost 37%Not shown
claude-haiku-5-5Low cost 39%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 conflicting pair and the condition or scope reconciling them

How it is assessed: Flags the deficient case and passes the acceptable one. Deficient: DR-010 "keep closed payment records for seven years" and a privacy requirement "delete a counterparty's personal data on request" Acceptable: Both kept, with the condition that reconciles them written into each: personal data not needed for the statutory record is erased on request; the rest is kept for seven years and then erased.

Also known as: Conflict (data requirement)

Related knobits

Builds on

All 47 knobits of Capture data requirements.

Source: Review checklist 01-requirements, row 23; 29148 5.2.6 (consistent)