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AI, Development, E-commerce Development

Two-stage hurdle models for zero-inflated WooCommerce data

Zero-heavy data breaks a single regression, and the +1 log-transform hack does not save it. How I split CLV prediction into a hurdle classifier and an amount regression, with the two mistakes that bite in production.

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AI in WordPress, Core Updates, Development

The WordPress 7.0 Connectors API, and its rough edges

The Connectors API gives WordPress one registry for external services, starting with AI providers. Notes on the init lifecycle, the unregister and register dance for overrides, and the keys that sit unencrypted in wp_options.

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AI, Development

Shadow AI governance and the desire paths at work

Shadow AI shows up because the official workflow is slower than the shortcut. Here is how I read that usage as a signal, and what a governed option looks like inside a WordPress stack.

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AI, AI in WordPress, Development

Gemini Embeddings 2: one vector space for text, images and video

Gemini Embeddings 2 is in public preview: one vector space for text, images, audio and video. The preview limits, calling it from WordPress with the HTTP API, and why cosine similarity on its own still is not enough.

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AI, AI in WordPress

Prompt caching: stop paying twice for the same tokens

Prompt caching takes up to 90% off input token cost and around 80% off latency, but only when the prompt prefix never moves. Here is how the pre-fill stage works, where the 1,024-token threshold sits, and how to order a prompt so it hits the cache.

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AI, Development

Bayesian thinking: your intuition was not the problem

A single noisy A/B test made a client drop a feature that was working. Bayesian thinking is the correction: write down what you believed before the data arrived, then update it. Includes the mammogram problem and a five-step checklist.

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AI, Development

Building a Claude Code Skill that actually triggers

I moved a 500-line prompt into a Claude Code Skill and stopped re-pasting it every morning. This covers the three loading stages, how to write a description Claude will act on, and the three implementation patterns.

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AI, Development

The 2026 data mandate and your governance architecture

Grace periods for the EU AI Act and the Cyber Resilience Act run out in 2026, which moves data governance out of the legal team and into the server room. What that means for provenance, SBOMs and brittle pipelines.

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AI, Development

Agentic RAG: why vector search misses exact IDs

Vector search handles synonyms well and loses exact identifiers. Notes on pairing BM25 with vector retrieval, merging both with rank fusion, and letting the agent retry when the results come back empty.

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Development

The WordPress plugins team needs more reviewers

Plugin submissions climbed from 150 a week in 2024 to more than 500 in 2026, and the review queue is staffed by volunteers. What the job involves, and the 27 March 2026 application deadline.

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