Colour-coded prompt debugging for AI engineers. Paste a prompt, run a perturbation-based saliency analysis, and see exactly which phrases are driving your model's output - and which are dead weight.

Bounded research artifact on competence-gated interface sensitivity in higher-level judgments over losslessly encoded relational objects.