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Category: Development

Bug Fixing, Development

Correlation and causation when you debug WordPress data

Two graphs moving together is not proof one caused the other. A PHP helper for Pearson r, the nonlinear cases a correlation check misses, and the hidden variables that make a new theme look guilty.

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AI, Bug Fixing, Development

Catching PyTorch NaNs at the exact layer with forward hooks

set_detect_anomaly points at the wrong layer and costs you 10x on CPU. A forward hook adds roughly 3ms per pass, names the layer that produced the NaN, and pairs with a gradient norm check that fires a step earlier.

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Development, Front-end

Polyfilling the ::nth-letter selector with a JavaScript shim

The ::nth-letter selector still is not in any browser, and hand-wrapping every character in a span wrecks the DOM. A shim that rewrites the raw CSS into :nth-child and lets SplitText handle the markup and the ARIA.

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Design, Development

Explicit measures in tabular models beat calculation groups

Calculation groups look tidy in the model, then rename every series in your legend to the same thing. Where explicit measures in tabular models hold up better, including the Excel PivotTable case that cost me three days.

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Development, Front-end

justify-self in CSS grid, block and absolute layouts

justify-self aligns one element along the inline axis and overrides the justify-items value its parent set. This covers how it behaves in grid, in block layouts, and on absolutely positioned items, plus the inset rule that trips people up.

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Development

Declarative data pipelines: we swapped PySpark for YAML

Analysts waiting three weeks on an engineer for one metric is a tooling problem. Here is the dlt, dbt and Trino setup we used to move pipeline building into YAML and SQL, what it cost, and where it still falls short.

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AI, Core Updates, Development

WordPress AI features in the 0.7.0 experimental release

Version 0.7.0 of the experimental AI plugin adds content classification, bulk alt text generation, and hooks for changing system instructions before results are saved. Here is what holds up, what to watch on a slow host, and what 0.8.0 has queued.

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AI, Development, E-commerce Development

Pandas performance: why row loops wreck your pipelines

Row-wise iteration is what makes most Pandas code slow. This walks through profiling with %timeit and memory_usage, replacing iterrows with vectorized operations, cutting memory with category types, and when to move to Polars or DuckDB instead.

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Core Updates, Development

WordPress documentation overhaul: 200 issues closed

The WordPress documentation team has triaged close to 800 GitHub issues and closed more than 200. Most of the remaining work sits with the DevHub parser and the theme and plugin handbooks, which is also where outside contributors are most useful.

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AI, Development

Robust variable selection for scoring models that hold up

Scoring models that look great on one training set often break in production. These are the four filter rules I run across stratified folds so variable selection survives data the model has never seen.

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