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Tag: Backend

Bug Fixing, Development

Why a 40% developer productivity boost never shows up

Tool vendors promise 40% productivity gains and the backlog never moves. Amdahl’s Law explains why speeding up 5% of the work buys you 5%, and why I would rather measure cognitive load than coding speed.

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AI, AI in WordPress, Development, E-commerce Development

AI in WooCommerce workflows: the missing piece is context

AI tools guess at your store because they cannot see it. MCP gives them real context: your files, your data, your WP-CLI. We talk it through at WooCommerce office hours on April 15, 2026, on Slack.

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AI, AI in WordPress, Development

The Google Memory Agent pattern replaced my vector DB

Pinecone and Chroma are a lot of machinery for a few hundred Markdown notes. The Google Memory Agent Pattern keeps structured memories in SQLite, consolidates them in the background, and loads them straight into a large context window.

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Core Updates, Development, E-commerce Development

Why WooCommerce PayPal Payments v4.0.0 sent all those emails

Updating WooCommerce PayPal Payments to v4.0.0 sent a lot of store owners a pile of “payment gateway enabled” emails. Nobody was hacked: the update split hidden Alternative Payment Methods into separate gateways. Here is what changed and what to check in your settings.

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Bug Fixing, Development

The Python workflow I use to catch bugs before production

How I set up Python for data migrations and site audits: Black and Ruff for formatting and linting, Mypy for data shapes, pre-commit hooks as a gate, and py-spy when something runs slow.

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AI, Development

Recursive reasoning: how a 7M model beat DeepSeek R1

A 7M-parameter Tiny Recursion Model beat DeepSeek R1 on the ARC-AGI benchmark by looping over the problem instead of scaling up. What that says about trading parameters for iterations.

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Core Updates, Development

WordPress Studio adds a CLI and phpMyAdmin access

Automattic shipped two updates to WordPress Studio: a standalone CLI you install from npm, and phpMyAdmin access from the Overview tab. Here is how to turn both on and where each one fits next to the desktop app.

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AI, Development

Feature selection for credit scoring models in Python

How I pick features for credit scoring models in Python: Kruskal-Wallis for continuous variables, Cramer’s V for categorical ones, and Spearman rank correlation to catch redundant pairs before any training starts.

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Core Updates, Development, Gutenberg

Building a custom sync provider in WordPress 7.0

WordPress 7.0 ships real-time collaboration over HTTP polling, which is fine until traffic picks up. Here is how I swap in a WebSocket transport with Yjs and the sync.providers filter, and what the auth side has to look like.

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AI, Development

How I keep machine learning projects on track

Machine learning projects fail on planning more often than on algorithms. What works for me: chase approvals early, block real hours for the main pipeline, and stop repointing the stack every time a new model ships.

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