Fixing Shapley Values Explainability: A Senior Dev’s Guide

Shapley Values are the gold standard for model explainability, but feature correlation often breaks them. Learn why the Symmetry Axiom causes signal dilution and how to use grouping and iterative selection to build robust AI insights that actually work in production environments. Stop shipping misleading model explanations today.

Strategic Product Designer Career Paths for 2026

Designing your career in 2026 requires more than a vertical climb. Ahmad Wael explores strategic product designer career paths, the importance of annual retrospectives, and how to avoid the “management trap” by refactoring your role for horizontal growth and AI-driven impact. Learn how to map your skills for the new year.