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.
Every AI harness keeps its own memory, so moving from Cursor to Claude Code means starting from zero context. Here is the shared layer I build instead: lifecycle hooks writing into Neo4j, plus the batch job that turns raw events into notes.
Most AI pilots never make it past the demo. These are the five kinds of production debt that kill agentic AI systems in WordPress, from brittle prompt handling to the legal review nobody booked.
Six trade-offs that decide whether an AI feature survives production: what a cheap API really costs at scale, why a complex model gets expensive 18 months later, and when batch inference beats real-time.
I refactored a workflow I had already optimized in Pandas over to Polars, and the runtime went from 0.31 to 0.20 seconds. The harder part was the mental shift from eager to lazy evaluation.
Raw variables are rarely the best way to represent risk. How binning and Weight of Evidence keep a logistic regression stable and interpretable, and why missing income is a risk category of its own.
WordCamp US 2026 runs August 16 to 19 at the Phoenix Convention Center. The schedule covers Contributor Day, Showcase Day, and two days of sessions on WordPress and AI. Ticket tiers run from $25 for students to $750 for micro-sponsors.
WordPress 7.0 brings a provider-agnostic AI client, PHP-only block registration with autoRegister, and a minimum PHP 7.4. This is a practical walk through those changes, with code examples and where they help on real sites.
Mixing technical English tokens like run.py can push an AI coding assistant to drift in the embedding space, sometimes replying in Korean when prompted in Chinese. How task registers shape the behavior, and how to keep your prompts grounded.
A scoring layer that measures attribution and specificity, so you can catch confident hallucinations instead of trusting responses that just sound right. Includes the Python logic and a regression suite for CI.