Technical Debt in AI Development: Why Your AI Code Breaks

Technical debt in AI development is a growing crisis in the WordPress community. While AI can generate code in seconds, it often produces fragile “God functions” that ignore core architectural standards. Ahmad Wael explains why senior engineering guardrails and modular refactoring are essential to keep your site from becoming a house of cards.

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.