Skill UI

Provides interpretable explanations for ML predictions using SHAP, LIME, and other techniques, helping debug model behavior, highlight feature importance, and communicate fairness insights to stakeholders.

Assesses AI/ML models and datasets for ethical risks, fairness concerns, and bias, generating reports and mitigation guidance via the ai-ethics-validator plugin whenever a user requests an ethics review or bias detection.

Applies principles of behavioral economics and consumer psychology to optimize how pricing, packaging, and offers are structured and presented. This skill helps maximize the perceived value and fairness of products, guiding the use of anchors, decoy effects, and strategic framing to improve conversion rates and upsell opportunities while maintaining ethical transparency.