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Tag: APIs

AI, Development

Quantum data encoding and where hybrid QML models fall apart

Most QML writeups skip past encoding. This one goes through basis, angle and amplitude encoding plus feature maps, and what each one costs you in qubits or circuit depth on current hardware.

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AI, Development

Explainable AI in production when SHAP is too slow

SHAP adds roughly 30ms to every prediction, which is fine offline and useless in a live request. Here is the neuro-symbolic alternative I benchmarked at 0.89ms, plus the weight collapse problem you run into on the way there.

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AI in WordPress, Core Updates, Development

What the WordPress 7.0 AI Client changes for plugin devs

The AI Client and Connectors API change how plugins talk to an LLM in WordPress 7.0. Notes from the Dev Chat agenda, plus the PHP refactor from a hardcoded wp_remote_post call to a registered ability.

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AI, AI in WordPress, Development

AI data science workflow: MCP, BigQuery and a 150GB log file

MCP lets an AI pull data out of Google Drive, read old repos and load BigQuery instead of just suggesting Python. Includes the 150GB log file one unattended loop produced, and why domain knowledge still decides the answer.

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AI, Development

City-level climate risk analysis from NetCDF files

NetCDF climate data is not a REST API. Here is how I process CMIP6 and ERA5 tensors with Python and Xarray, set local heat thresholds, and end up with numbers a city planner can actually use.

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Design, Development, E-commerce Development

Why your site search sends users to Google

WordPress site search punishes users for not guessing your exact wording. Here is how I fix it: a synonym map through the posts_search filter, a controlled vocabulary for metadata, and a four-step audit of zero-result queries.

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AI in WordPress, Development

Scaling WordPress data to 127 million points

A security report built on 127 million data points, and what it took: raw SQL instead of WP_Query, a resumable WP-CLI batch script, and segmentation that finally gave the numbers some contrast.

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AI, Development

AI response streaming and the 15-second spinner

Waiting on a full JSON payload from an LLM leaves users on a spinner for 15 seconds. Streaming with server-sent events, the ReadableStream code that consumes it, and when validation means you should not stream at all.

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AI, AI in WordPress, Development

AI data analysis is now the first analyst on my team

AI writes the query now and I check it. That includes the time an elegant LLM-generated join pushed a production database to 98% CPU, plus the utility I use to export sanitized WooCommerce data for analysis.

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AI, AI in WordPress, Development

Bits-over-Random metric: why more context hurts AI agents

The Bits-over-Random Metric compares your retrieval against random chance, which is how you catch the context pollution a high Success@K hides. Notes on staged tool routing and where the collapse regime starts.

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