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Category: Development

Development, E-commerce Development

Build your WooCommerce store without the technical debt

A store you can launch in an hour is fine for a prototype. For a real business, the shipping zones, tax classes, asset loading and payment webhooks you set up on day one decide how much refactoring you do later.

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Core Updates, Development

WordPress 7.0 is running 10% slower on TTFB than 6.9

WordPress 7.0 benchmarks show TTFB about 10% worse than 6.9 while LCP holds steady, which puts the cost on the PHP side. Notes on the script module dependency ticket, oversized Link headers that make Nginx return 502, and polling in real-time collaboration.

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AI in WordPress, Development, E-commerce Development

Discrete time-to-event modeling for churn timing in WordPress

Binary churn flags tell you that a user left but say nothing about the timing. This post covers discrete time-to-event modeling: why fixed intervals fit WordPress data, how right censoring skews a model, and a small PHP function for hazard rates.

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AI, Development

Deep Q-learning for Connect Four: replay buffers and masking

Notes from moving a Connect Four agent off tabular Q-learning and onto a DQN: why correlated updates destabilize the network, how action masking handles full columns, where the GIL caps throughput, and why the agent learned attack before defense.

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AI, Bug Fixing, Development

RAG hallucination detection with a self-healing layer

An LLM can retrieve the right document and still quote the wrong price. This is the detection and healing layer I built to catch that: five failure patterns, a faithfulness score, deterministic patches, and a SQLite drift monitor that caught a real bug in staging.

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AI, Development

Native agent architecture: why we moved off LangChain

LangChain is fine for a prototype. Once there is real traffic, several agents coordinating and a pager attached, the abstraction costs more than it saves. This is the case for writing the orchestration layer yourself.

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Core Updates, Development, Gutenberg

Generating Block Editor Handbook docs from block.json

WordPress wants to build Block Editor Handbook pages straight from block.json at build time. That would kill doc drift and give core blocks a reference that matches the code you are actually running.

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Design, Development

System tool UX: making maintenance software worth using

Utility software gets designed to be invisible, which is why people resent it. Linear, Vercel and MacPaw treat the maintenance layer as something a person actually sits through, and it shows.

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AI, Development

Ridge vs Lasso vs ElasticNet: how to pick one

Ridge, Lasso and ElasticNet land within 0.3% of each other on prediction accuracy, but Ridge fits eight times faster and Lasso’s feature selection falls apart once features are correlated. Three numbers tell you which one to fit.

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Design, Development, Front-end

Why your CSS saturate() filters look bad

Saturation is a correction tool, not a volume knob. How CSS saturate() actually paints, why the order you chain filters in changes the result, and the stacking context backdrop-filter quietly creates.

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