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Development, E-commerce Development

Polars vs. Pandas: Rewriting a Real Data Workflow

Refactoring a real data workflow from Pandas to Polars reveals a massive performance gap. Learn how lazy execution, predicate pushdown, and Apache Arrow memory models can cut your processing time by 95%. This guide explains the mental shift required to move from eager to lazy evaluation for high-performance data pipelines.

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AI, Development

Build an LLM evaluation system that catches hallucinations

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.

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Core Updates, Development, E-commerce Development

WooCommerce 10.8: the Orders REST API change to test

WooCommerce 10.8 lands May 19 and it is not a routine patch. It tightens the Orders REST API, adds a product.published webhook, caps filter caches, and slims an HPOS meta index. Here is what to test before it hits your store.

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Development, Front-end

Modern CSS updates: the power of nth-child(n of selector)

A look at recent Modern CSS updates for WordPress: the nth-child(n of selector) syntax, flying focus via the View Transition API, prefers-reduced-motion, and browser support in Chrome 148 and Safari 26.5.

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AI, Development

Why your inference architecture matters more than the LLM

Why AI performance problems usually trace back to inference architecture, not the model: retrieval quality, context compression, compute routing, and speculative decoding, with fine-tuning often a distraction.

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AI, Development, E-commerce Development

WooCommerce AI workflows that go beyond static reports

The WooCommerce integration for Claude adds 18 prebuilt AI workflows that behave like a senior analyst inside your store, from revenue triage to inventory risk reviews. They run as slash commands over live data, not static charts.

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Development

The ShadowRealm API: total JavaScript isolation on one thread

The ShadowRealm API is a TC39 proposal for running JavaScript in a fully isolated environment on the same thread. For WordPress and WooCommerce work, it means third-party scripts can no longer pollute the global scope or break core functionality.

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AI, Core Updates, Development

WordPress AI 0.9.0: comment moderation, CLI, and model controls

WordPress AI 0.9.0 adds a comment moderation experiment, bulk alt-text generation over WP-CLI, and per-feature model controls. Here is what each one does and how to test it before the 1.0.0 release.

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AI, Development

WordPress AI Client: building an image generation plugin

WordPress 7.0 ships the WordPress AI Client, a standardized PHP API for generative AI in plugins. This guide builds a provider-agnostic image generation tool for the Media Library using the prompt builder, support checks, and a REST endpoint.

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Development, E-commerce Development

Renewal churn attribution: price shock or finished project?

Price hikes often get blamed for churn that is really about a finished project. This covers flagging project milestones in WooCommerce Subscriptions and using DiD and Shapley values to tell a price shock apart from value exhaustion.

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