Physics-Informed Neural Networks (PINNs) are often significantly overparameterized in research settings. Senior developer Ahmad Wael critiques this trend, showing that for low-frequency PDEs like Burgers’ equation or hyperelasticity, networks can be reduced by up to 400x without losing accuracy. Learn to build leaner, more efficient ML architectures by starting small.
The Make WordPress team has released the official WordPress AI Guidelines to combat “AI slop” and ensure core contributions remain high-quality. These guidelines focus on five core principles: human responsibility, transparency in disclosure, GPLv2 licensing compatibility, and prioritizing maintainable code over automated volume. Learn why human oversight is still non-negotiable for WordPress developers.
WordPress Core is proposing the removal of legacy 1024-bit certificates from its root bundle for version 7.0. As CentOS 7 hits EOL and NIST standards move toward 2048-bit minimums, this cleanup is essential for security. Senior dev Ahmad Wael explains why this legacy bloat is a liability for your modern WordPress site.
Ahmad Wael shares a senior developer’s perspective on using AI coding tools for developers. Learn how to map legacy codebases, modernize build stacks with Vite, and write robust tests without falling into the “slop machine” trap. Discover practical prompts and best practices for staying a responsible developer in an AI-driven world.
WordPress has introduced a new repository for AI agent skills, featuring wp-playground. This tool leverages the Playground CLI to create a fast, repeatable testing environment for AI-generated plugins and themes, reducing startup times to seconds and allowing agents to verify code autonomously through automated logins and file signature detection.
Data science is facing an identity crisis. By shifting toward an engineering-first mindset, we move from theoretical “science projects” to robust, maintainable production systems. Learn why treating Data Science as Engineering is essential for modern software development, featuring practical WordPress implementation strategies and senior-level insights.
Vector search optimization often fails when developers embed raw JSON into their RAG systems. This senior dev breakdown explains why tokenization noise and mean pooling liabilities kill performance, and how flattening structured data into natural language prose can boost your retrieval metrics by up to 20% in AI-powered WordPress sites.
ML in production is more than just a model in a notebook; it is a complex ecosystem requiring accountability and engineering rigor. Ahmad Wael breaks down the 5 essential steps—from API contracts to monitoring silent decay—to ensure your machine learning projects actually deliver business impact without breaking your WordPress site.
Stop relying on brittle metadata for music discovery. Senior developer Ahmad Wael explains how Convolutional Neural Networks use Audio Embeddings and Mel-spectrograms to capture the actual texture of sound. Learn how contrastive learning and InfoNCE loss create high-performance recommendation engines that outperform traditional collaborative filtering in modern audio applications.
Modeling Urban Walking Risk requires more than just Dijkstra’s algorithm. In this deep dive, I explore how the StreetSense project uses Uber’s H3 indexing, cyclical time encoding, and XGBoost with Tweedie regression to predict neighborhood-level pedestrian safety. Stop relying on raw coordinates and start building context-aware navigation systems.