The latest WordPress Dev Chat sparked a debate on whether Core should require the PHP filter extension. With PHPMailer currently dependent on it, contributors are considering removing the usage entirely to improve server compatibility. Ahmad Wael explains why this matters for your 6.9 retrospective feedback and future site stability.
CSS Container Queries have evolved far beyond simple size checks. From scroll-state detection in Chrome 144 to anchored queries for tooltips, the spec is replacing heavy JavaScript hacks with native browser performance. Ahmad Wael breaks down why size queries were just the start and how state-based querying is the future of WordPress component design.
Continuous learning for WordPress developers is essential, but it shouldn’t lead to burnout. Senior dev Ahmad Wael shares pragmatic strategies for managing constant updates, from high-volume scanning to deep-dive deep dives and the power of solitude. Learn how to stay relevant in the fast-moving WordPress ecosystem without losing your mind or your passion.
Stop wasting budget on heavy LLMs for simple tasks. Ahmad Wael explains why GliNER2 is the pragmatic choice for structured data extraction. Learn how to handle entity recognition and relationship mapping on a CPU without the high costs or latency of major AI APIs. Get the right tool for the job.
Stop making excuses for poor model performance. Learn how to handle covariance shift using Inverse Probability Weighting (IPW). Senior dev Ahmad Wael explains how to re-weight your validation data to match real-world production distributions, ensuring your machine learning models stay accurate even when user demographics shift unexpectedly. No more apples-to-oranges comparisons.
Is your machine learning model struggling with time-based predictions? Learn how cyclical feature encoding uses Sine and Cosine transformations to fix the “midnight paradox.” Stop treating time like a straight line and start mapping it to a circle to preserve proximity and improve model accuracy for WooCommerce and data-heavy WordPress sites.
Stop wasting your server’s multi-core power. Learn how to master Distributed Computing with Ray to scale your Python scripts from one core to sixty-four with minimal code changes. Ahmad Wael shares a real-world story of fixing a client’s slow data pipeline and why Ray is the pragmatic choice over standard multiprocessing.
The future of data science is shifting away from generalists and toward specialized data roles in fields like archaeology, renewable energy, and sports analytics. Ahmad Wael explains why domain context is more important than generic Python libraries and how to build robust, industry-specific data solutions that actually work for your business.
Stop wasting time on prompt engineering that fails. Ahmad Wael explains why Agentic AI workflows require a graph-based architecture to succeed. Learn how to use IntelliNode and Vibe Agents to turn high-level intent into executable, observable task sequences that prevent hallucinations and scale across enterprise systems. Build smarter, not harder.
Ambient animation implementation can transform a boring site into a living brand experience, but do it wrong and you’ll end up with a laggy, inaccessible mess. Senior developer Ahmad Wael shares how to balance GSAP and CSS for perfect, performant motion that respects user preferences and keeps the browser happy.