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Category: Bug Fixing

AI, Bug Fixing, Development

Air quality data repositories, and the formats that break PHP

Where air quality data actually lives, from OpenAQ and the EPA feeds to Copernicus and NASA Earthdata, what NetCDF, COG and Parquet mean for a PHP stack, and a transient-based cache that keeps the fetch off every page load.

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Accessibility, Bug Fixing, Development

First rule of ARIA: your semantic HTML already works

I shipped a button that passed every automated audit and still could not be triggered with a screen reader. The cause was a role attribute I had added for styling, which is the exact thing the first rule of ARIA warns about.

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Bug Fixing, Core Updates

WordPress 6.9.1 lands February 3, and it is bug fixes only

WordPress 6.9.1 is a maintenance-only release set for February 3, 2026, with bug scrubs running from January 20. These are the dates that matter, plus why I keep minor auto-updates off on sites with custom hooks.

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Bug Fixing, Development, E-commerce Development

Historical data analysis when MySQL runs out of room

Running decades of data through wp_postmeta will take your server down. Here is how I structured a 500 million row temperature dataset as an OLAP schema and queried it with MDX instead of raw SQL.

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Bug Fixing, Core Updates, Development, E-commerce Development

WooCommerce REST API special characters: what 10.5 fixes

WooCommerce 10.5 fixes two decoding bugs that broke Arabic, Persian and Chinese attribute names and values on variation writes. What changed, how to test it with cURL, and which old workarounds to pull out.

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Bug Fixing, Development

Measure Python code performance before you optimize

A WooCommerce sync script went from ten minutes to three hours after the catalog grew. cProfile showed the API was fine and a nested loop building strings was eating 70% of the runtime.

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AI, Bug Fixing

The actor-critic method and the bugs that stall it

REINFORCE was too slow for a warehouse path-finding bot, so I switched to the actor-critic method and hit three problems on the way: an undetached TD target, snapshot rewards the agent gamed, and a gamma that erased the payoff.

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Bug Fixing, Design

Designing for panic: emergency UX design in WordPress

A hanging WooCommerce checkout on Black Friday taught me that a nicer spinner does not calm anyone down. Notes on cognitive tunneling, single-tasking flows, transient locks against panic clicks, and what an emergency mode looks like.

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Bug Fixing, Development

WordPress data processing lessons from Advent of Code

A 10,000 SKU WooCommerce import kept hanging, and the previous dev’s answer was a 2GB memory limit. Advent of Code puzzles point at the real fix: sketch the logic first, validate the input, batch the writes.

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Bug Fixing, Development

Using CSS cascade layers on a legacy stylesheet

I inherited a landing page with 450 lines of IDs, duplicate selectors and !important flags everywhere. Notes on moving it onto cascade layers: the five-layer order I settled on, where media queries belong, and why !important inverts layer priority.

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