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Tag: Backend

Development, E-commerce Development

Measuring campaign impact with propensity score matching

Raw correlation makes campaigns look better than they were. Ahmad Wael walks through propensity score matching in Python: logistic regression for the scores, nearest neighbors for the pairs, and what happens to that 13% lift once selection bias is out of the way.

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Core Updates, Development, E-commerce Development

WooCommerce 10.7 cuts HPOS order queries by 51%

WooCommerce 10.7 drops an HPOS order request from 271 queries to 132, gives the Fulfillments API typed PHP methods, and hardens the REST API against XSS and CSRF. It also runs a database update, so stage it before you ship.

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AI, Development

The future of data compression, from latent tensors to DNA

JPEG AI maps images into latent tensors, VVC targets up to half the bitrate of HEVC, and JPEG DNA stores pictures as biochemical sequences. What those standards change for anyone running WordPress at scale, plus a snippet for the new mime types.

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Core Updates, Development

Auto sizes, the Gallery block, and WordPress core performance

Notes from the April 21, 2026 performance chat: what auto sizes fixes about the sizes attribute, why the Gallery block is holding up a core merge, and a wp_calculate_image_sizes filter that beats regexing the_content.

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Core Updates, Development

WordPress 7.0 development: a new toolkit and a privacy gap

The Core Dev Environment Toolkit gives contributors a one-click wordpress-develop setup. The less good news: the core privacy component has nobody maintaining it, two PRs are waiting on review, and the 7.0 release schedule still has not landed.

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Core Updates, Development

The WordPress documentation overhaul, and the parser behind it

Nearly 800 documentation issues triaged and over 200 closed, plus the WP-Parser problem that keeps DevHub out of sync with core. Also the DocBlock format the parser expects, and the three handbooks carrying the biggest backlogs.

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AI, Development

3D generative modeling for Minecraft worlds with VQ-VAE

A walkthrough of the VQ-VAE plus transformer pipeline I use for Minecraft world generation, including codebook resets for dead embeddings and weighted cross-entropy for blocks that barely show up in the data.

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AI, Development

Model drift: why your model gets worse after deploy

Models decay in production because the world keeps moving and the training snapshot does not. How data drift and concept drift differ, and the monitoring I use to catch both before a stakeholder does.

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Development

Astro MDX integration: components inside your Markdown

What the Astro MDX integration is actually good for, the two patterns I use in production, and the two places it bites: formatters mangling JSX, and the RSS package refusing to render MDX.

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AI, Development

RAG conflict resolution: good retrieval, wrong answers

Retrieval can work perfectly and still hand the model two documents that contradict each other. A conflict detection layer, the two heuristics that catch most enterprise cases, and cluster-aware recency for resolving them.

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