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.
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.
WordPress.com has a beta of the Easy Site Editor, a chat panel that edits your site through MCP. It’s fast for small changes, but developers should watch how it handles layout control and block restrictions.
Off-the-shelf LLMs make poor synthetic survey respondents because they collapse to the mean. Unlearning memorized statistics with gradient ascent brings back the spread you see in real populations.
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.
I stopped hand-reviewing every line my coding agents write. What I do instead: fine-grained permissions in settings.json, a strict deny list for destructive commands, and a second agent that reviews the first one’s work.
I spent months trying to make Claude Code my main tool, but since GPT-5.5 I’ve moved complex WordPress refactoring back to OpenAI Codex. Here’s my setup: reasoning levels, Playwright MCP, and a worktree alias.
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.