Stop focusing on AI tone and start measuring structure. Ahmad Wael explains why AI customer journeys require structural metrics like Continuity, Deepening, and Progression (CDP) to deliver actual business results. Learn how to move beyond generic LLM benchmarks and build deterministic evaluation pipelines for your WooCommerce or WordPress site.
Stop relying on unreliable LLM-as-judge methods. Learn how to detect LLM hallucinations using geometric Displacement Consistency (DC). By analyzing the vector displacement between queries and responses in embedding space, developers can identify fabricated information with high precision without external documents or additional model calls. Perfect for WordPress AI integrations.
Scaling Large Language Models often leads to massive memory bottlenecks in the final Cross-Entropy layer. Ahmad Wael explains how Fused Kernels, built with Triton, can slash VRAM usage by 84% using tiling and online softmax. Learn how to eliminate the logit bottleneck and avoid the dreaded OOM errors in production.
The WordPress PHP AI Client SDK v0.1.0 has officially launched, marking a major milestone for Core-AI. This provider-agnostic SDK standardizes how we integrate LLMs into plugins and themes, moving away from fragmented API calls. Senior dev Ahmad Wael breaks down why this technical foundation is critical for future-proofing your WordPress AI projects.
Healthcare leads in the use of knowledge graphs because it treats data as an ontology, not just a record. Driven by empirical science, strict regulations, and open W3C standards, their semantic infrastructure is decades ahead. Learn how shared vocabularies and layered structures prevent the ‘Schema-less Rot’ common in modern web development.
WordPress AI Experiments 0.2.0 has been released, introducing AI-powered excerpt generation and a new “Abilities Explorer” for developers. Ahmad Wael explains why this release is a critical step toward standardizing AI within WordPress Core, moving beyond simple chatbots to a robust framework for registering and testing AI-powered editorial abilities.
I’ve spent 14 years refining my workflow, and the shift to AI agents has completely changed the game. In this article, I break down my efficient coding setup using Claude Code, Warp, and Git Worktrees. Forget heavy IDEs; the terminal is where real speed happens when managing complex WordPress and WooCommerce projects.
Standard topic modeling is dead. Between junk topics and massive compute costs, throwing raw data at LDA just doesn’t cut it anymore. Ahmad Wael explains how to use Seeded KeyNMF and LLM-assisted summarization to build stable, transparent, and economically viable NLP pipelines that actually deliver meaningful business insights in 2026.
Why 90% Text-to-SQL accuracy is enterprise suicide. Ahmad Wael explains why partial credit doesn’t exist in production databases, the shift from Spider 1.0 to the rigorous Spider 2.0 benchmark, and how native AI integrations in BigQuery are changing the game for senior WordPress and data developers.
Stop treating your 2026 resolutions like a static list. Ahmad Wael explores how to build a Data-Driven Goal Tracker using Python, Streamlit, and Neon. Learn why engineering consistency requires a unified data layer, ISO-8601 date handling, and a pragmatic approach to bridging high-frequency habits with long-term strategic milestones.