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Tag: AI

AI, Development

DenseNet architecture: why it concatenates instead of summing

DenseNet connects every layer to every later layer and stacks channels instead of summing them the way ResNet does. Why that helps with vanishing gradients, how bottleneck blocks and transition layers keep the tensors in check, and where the memory cost shows up in PyTorch.

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AI, Development

Safe AI system design and the inversion error problem

Frontier models stack a huge symbolic layer on an absent physical base, what Peter Zakrzewski calls the inversion error. The case for an enactive floor and for treating state-space reversibility as a hard constraint instead of an alignment patch.

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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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