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Category: Development

AI, Development

Why NumPy and Pandas give different variance results

Same ten numbers, two different variances. NumPy defaults to the population formula and Pandas to the sample one. Here is what ddof does and how to set it so your pipeline and your prototype finally agree.

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Bug Fixing, Development, Front-end

Why dropdowns get clipped in scrollable containers

Overflow clipping and stacking contexts, not z-index, are what break action menus inside scrollable tables. Portals, CSS anchor positioning and the Popover API each solve a different part of the problem.

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AI, Development

Handling outliers and missing values in credit scoring

Mean imputation and unclipped outliers are what break credit risk models. This covers splitting first to avoid leakage, IQR clipping with training-set bounds, and what to do when the missingness itself is informative.

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Development

How JavaScript destructuring cleans up WordPress code

Manually reassigning object properties is a habit worth dropping. Array and object patterns, nested REST API responses, and rest properties, with the WordPress and WooCommerce cases where each one saves you lines.

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AI, Development

Vibe coding without wrecking your codebase

An agent turned a missing database index into a 500-line middleware layer. What I do differently now: plan mode before any code, core WordPress functions first, and a read through the tool calls rather than just the final file.

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Development

Build a Navier-Stokes solver in Python from scratch

A walkthrough of writing an incompressible Navier-Stokes solver in Python with NumPy: momentum and continuity, finite difference discretization, the Pressure-Poisson step, and airflow around a wing.

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Core Updates, Development, Gutenberg

Pattern overrides in WP 7.0 now work with custom blocks

WordPress 7.0 lets any block that supports Block Bindings take part in Pattern Overrides, not just the old Core list. You opt a custom block in with the block_bindings_supported_attributes filter.

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AI, Development

Personalized restaurant ranking without the popularity trap

Popularity sorting puts the same big chain at the top of every shelf. A lightweight two-tower embedding setup, with a frozen TinyBERT on the item side, ranks restaurants by what the user is browsing for.

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AI, AI in WordPress, Development

AI coding agents in WordPress Playground, wired with MCP

The @wp-playground/mcp package lets an AI client drive a Playground instance over MCP: run PHP, write files, query the database and check the front end, all inside the browser.

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Design, Development

Modal vs separate page UX, and how to choose

Modals are interruptive by design. Four checks for deciding between a modal, a side drawer and a dedicated page, plus the tasks each one is actually good for.

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