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Tag: APIs

Development, E-commerce Development

WooCommerce developer office hours, January 21: open forum

The January WooCommerce developer office hours land on Slack on January 21, 2026, with no agenda. It is an hour for holiday war stories, stubborn bugs, and whatever people want to see on the 2026 roadmap.

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AI, AI in WordPress, Development

AWS Bedrock instead of direct API calls for WordPress AI

Hardcoded API keys hold up until the first model deprecation. Here is how I use AWS Bedrock as the gateway instead: Boto3 calls, inference profiles, IAM permissions, and a triage assistant that runs on Lambda rather than inside the WordPress request cycle.

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Development, Front-end

CSS relative colour and OKLCH for WordPress themes

Hand-calculated HEX palettes break the moment a base color changes. This walks through CSS Relative Colour and OKLCH in WordPress themes, and how @property lets you animate one channel at a time.

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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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Core Updates, Development

What 2025 changed about WordPress Playground

WordPress Playground spent 2025 getting 42% faster and reaching 99% compatibility with the top 1,000 plugins. Here is what changed in Blueprints and database support, and why it now works for real testing.

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AI, Development

Transformer high-norm artifacts and the Softmax bottleneck

High-norm spikes in Vision Transformers come from Softmax, not from bad training data. Here is why the sum-to-1 constraint turns background tokens into attention sinks, and what registers, sigmoidal gating and self-distillation actually do about it.

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AI, Development

Human-centered data analytics starts with a decision

Most reporting tools get built because someone asked for data, not because anyone had a decision to make. Here is how I pick which metrics are worth building, why clarity beats accuracy, and where ethics fits in before the first line of 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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AI, Development, E-commerce Development

Production ML failures usually start in the data, not the model

Perfect offline metrics mostly prove the model fits your assumptions. Point-in-time joins, zero-filled features the model reads as a signal, and cohorts that change while the histograms hold still.

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AI, Development

Federated learning: train the model where the data lives

Instead of hauling data into one bucket, federated learning sends the model to the device and gets weights back. A look at FedAvg in NumPy, horizontal vs vertical setups, and the non-IID problem.

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