LLM-extracted themes are model outputs that only exist when a customer left text behind. Treat them as plain database columns and selection, timing and measurement error can flip the sign of your regression.
WordPress Studio 1.9.0 ships a Blueprints Gallery, so you can browse, preview and launch pre-configured local sites without hunting for JSON files. It works from the Studio CLI too.
When your data outgrows your laptop’s RAM, Pandas stops being enough. Here’s how PySpark spreads the work across a cluster, why lazy evaluation matters, and a first DataFrame to get you started.
WooCommerce is rebuilding the All Products screen on top of WordPress DataViews and DataForms. Here is what the proof of concept changes, where it still falls short on performance, and why extension authors should test it now.
The Core AI team has new leadership, the Abilities API is in core, and the WP AI Client is headed for WordPress 7.0. Here’s why a shared infrastructure beats isolated AI plugins, and how to register your functions as Abilities.
A static RAG pipeline goes stale fast. Here’s why grounding LLMs with live search results works better for real-time facts, and how to wire a search API into your WordPress backend with PHP and transients.
A demo that works one time in ten is a liability, not a feature. Here is why LLMs hallucinate, why their confidence scores lie, and how I validate AI output in WordPress before it ever reaches a user.
WordPress 7.0 brings a central Connectors hub and a Connector Approval flow for AI credentials. Here’s what the May 2026 plan means in practice: custom tables for request logging, the AI Plugin 1.0.0 release, and what the approval flow does and doesn’t protect.
Chunk-and-embed RAG loses the hierarchy that gives a 200-page contract its meaning. How the Proxy-Pointer framework indexes structural breadcrumbs instead of raw text, and how the two-stage retrieval works in Python.
WooCommerce 10.9 brings variation galleries into core, retiring the paid Additional Variation Images extension. Notes on the new meta key, the Action Scheduler migration, and the theme overrides that tend to break it.