WP 7.0 Guide: Master the Client-Side Abilities API

WordPress 7.0 introduces the Client-Side Abilities API, a powerful framework for standardizing interactions between browser agents, AI tools, and the server. Learn how to use the @wordpress/abilities and @wordpress/core-abilities packages, implement JSON Schema validation, and handle permissions properly to build stable, modern WordPress applications without legacy code headaches.

Proven LLM Agent Evaluation: From Demo to Production

Ship LLM agents with confidence by moving beyond “vibe checks.” This guide covers the three pillars of offline LLM Agent Evaluation—routing, LLM-as-judge, and RAG metrics. Learn how to build a rigorous framework to prevent hallucinations and optimize costs in production environments using senior-level developer best practices.

AI 0.6.0: Image Editing and Better Feature Logic

WordPress AI 0.6.0 is here, signaling a major shift from “Experiments” to stable “Features.” With new image editing workflows, a plugin rename, and closer alignment with WordPress 7.0, this update is essential for developers. We dive into the architectural refactor, hook naming changes, and the upcoming C2PA content provenance support.

Solving the NumPy vs Pandas Variance Discrepancy

A senior developer’s guide to the common discrepancy between NumPy and Pandas variance calculations. Learn why defaults differ due to Bessel’s correction (sample vs. population), how to use Delta Degrees of Freedom (ddof) to align your results, and why explicit math is essential for reliable data engineering in Python and R.