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AI, Development

Context engineering: the layer your RAG system is missing

RAG fetches the facts; the context layer decides what actually reaches the prompt. Four pieces I use in production: memory with exponential decay, hybrid retrieval with re-ranking, a token budget reserved in order, and extractive compression.

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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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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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AI, AI in WordPress, Bug Fixing, Development

LLM generated code: the WordPress debt it leaves behind

Asking a chatbot for a WooCommerce snippet is a lever pull, and the losing pulls are the hard ones to spot. Where LLM generated code breaks WordPress sites, what it does to coding standards, and why per-token pricing makes it worse.

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AI, Development

Agent skills in data science: what I use instead of prompts

Prompting stops scaling after a few sessions. Here is how agent skills put your recurring logic into a SKILL.md file instead, with a weekly visualization example and the directory layout I use.

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AI, Development

RAG chunking strategies that hold up in production

The 512-token split is the default in every RAG tutorial, and it quietly ruins answers on real documents. What I use instead: sentence windows, hierarchical chunking, layout-aware table parsing, and RAGAS to check whether any of it worked.

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Core Updates, Development

WordCamp Asia 2026 in Mumbai: what changed for developers

Notes from WordCamp Asia 2026 in Mumbai, written for developers: the Interactivity API replacing fragile jQuery toggles, the Tag Processor in the HTML API, and what WordCamp India 2027 and the 7.0 roadmap mean for the code you ship.

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Development, E-commerce Development

What a p-value actually means for your A/B tests

A p-value is closer to a weirdness score than a probability that you are right. Here is how to read one, why the 0.05 threshold is arbitrary, and how to sanity-check sample size before you act on an A/B test.

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