Demo agents fall over in production because errors compound across steps and prompts break when the business process changes. Structured output, LLM-as-a-judge evals and OKR alignment are what get a prototype across.
CVE-2026-3589 is a CSRF flaw in the WooCommerce Store API, affecting versions 5.4 to 10.5.2, that can be used to create admin accounts through batch requests. How the flaw works, and how to check your own version with WP-CLI or a small PHP snippet.
Traditional RAG chunking strips the context that makes a chunk mean anything. Contextual retrieval fixes that by prepending a one-sentence summary situating each chunk in its parent document, and prompt caching keeps the ingestion cost down.
No model is interpretable in the abstract. Interpretability is a set of methods for answering a question, and in production that question is usually diagnosis, validation or discovery. Includes a way to store explanation data in WordPress meta and transients.
WordPress 7.0 adds a programmatic watch() to the Interactivity API and populates state.url on the server, so the guard code around that first undefined value can go. Also covers the deprecated core/router navigation properties and what to use instead.
After fourteen years, I moved away from enterprise WordPress maintenance. Four things pushed me out: release cycles measured in weeks, proprietary wrappers that hide core, six-month footer tickets, and a culture that punishes shipping.
TDS reworked its Author Payment Program. Per-view pay now starts at 2,500 views, climbs to $0.10 per view past 7,500, and the monthly cap went from four articles to ten. Here is what that does to a single article’s payout.
The WordPress REST API holds up fine until you need throughput. Notes on offloading heavy logic to FastAPI: Pydantic models replace hand-written validation, ASGI handles async I/O, and /docs gives you Swagger that matches the code.
Beta 2 landed on February 26th and Beta 3 is due March 5th. The parts that matter for developers: blocks you can register in PHP alone, an iframed editor that isolates your CSS, and the handbook back in sync with Gutenberg 22.6.
A nightly job spent 129 seconds labelling 500,000 rows of sales data because it looped over them. The same logic with numpy.where took 0.08 seconds. Here is how vectorization and Boolean masks replace row-by-row Pandas code, and when apply() is still worth reaching for.