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Tag: APIs

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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Development, Front-end

The CSS :drag pseudo-class and the JavaScript it replaces

Notes on the proposed CSS :drag pseudo-class and ::drag-image pseudo-element, and how they replace the dragstart and dragend listeners we currently use to style drag states in WordPress UIs.

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Core Updates, E-commerce Development

How WooCommerce 10.5 picks a product permalink category

WooCommerce 10.5 changes which category ends up in a product URL: the deepest one in the hierarchy now wins instead of the lowest term ID. Here is what that does to existing URLs and how to put the old sorting back.

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AI, Development

Building an AI language tutor with n8n and multimodal models

How I built a Mandarin tutor on n8n: audio in through a webhook, transcription with pinyin, Gemini for the pronunciation feedback, and ElevenLabs for the voice. It runs under 1 euro a month.

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AI, Development, E-commerce Development

Why supply chain data science is worth your time in 2026

Why supply chain data science beats another LLM wrapper in 2026: heatmaps before neural networks, Lean Six Sigma for diagnosing processes, PuLP for network design, and Streamlit so the model actually gets used.

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Core Updates, Development

What dropping PHP 7.2 means for WordPress 7.0

WordPress 7.0 drops PHP 7.2 and 7.3 support. What the new floor lets core use, where the filter extension debate stands, and how to check for the extension before it throws a fatal error.

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