Design defect
A defect originating in the model's architecture or training, producing systematically wrong or harmful outputs for categories of input. Distinguished from a manufacturing defect (the model executed correctly but produced a one-off error) and from a deployment defect (the model was correctly designed but incorrectly used).
Defined in 2 GAGE programs, which carry 4 distinct definitions of it. The wording above is taught in EU AI Act Implementation Expert.
How each discipline defines it
The same term does different work depending on who is using it. These are the definitions as each program teaches them, unedited.
A defect originating in the model's architecture or training, producing systematically wrong or harmful outputs for categories of input. Distinguished from a manufacturing defect (the model executed correctly but produced a one-off error) and from a deployment defect (the model was correctly designed but incorrectly used).
A flaw in a product's fundamental design, present in every unit of that product, that makes it unreasonably dangerous even when manufactured and used as intended. Distinct from a manufacturing defect, which affects only some units due to an error in production.
A systematic flaw in the conception or training of an AI system that affects every instance of the product, as distinct from a defect in a single unit or deployment. Examples include training-data demographic gaps or objective-function misalignment.
A finding indicating the robot, as specified, will not perform its function safely, reliably, or economically, requiring an actual change to the design rather than better documentation or evidence.
Where it is taught
The exact lessons this term appears in. The first 7 topics of every program are free with a free account.
- Product Liability for AI (the Revised PLD) · Regulatory Interplay and Liability, EU AI Act Implementation Expert
- The AI Liability Landscape: Proving Fault When AI Causes Harm · Regulatory Interplay and Liability, EU AI Act Implementation Expert
Terms it appears with
Not an alphabetical neighbourhood: these are the terms taught in the same lessons, ranked by how often they appear together.