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AI, Development

Behavioral biometrics analysis: why MFA alone stops working

A RAT sitting on the victim’s own phone gets a clean IP, a real device fingerprint, and a valid MFA code. What it cannot fake is how the owner scrolls, and that is the signal behavioral biometrics reads.

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AI, Core Updates, Development

WordCamp Asia 2026: what the Mumbai schedule is telling us

The WordCamp Asia 2026 schedule is out: Mumbai, April 9 to 11, leaning hard on AI, enterprise scale, and the Interactivity API. My notes on which sessions are worth a slot in your day.

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AI, AI in WordPress, Development

Embedding models: how AI search actually finds a match

Embedding models turn text into coordinates, and that is what vector search is really matching on. This covers tokenization, chunking, cosine similarity and fine-tuning a model so it fits your own catalog rather than the general web.

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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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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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Development, Front-end

The CSS Olfactive API and its hardware problem

A read through the CSS Olfactive API draft: the scent-profile property, the whf potency unit, the prefers-reduced-pungency query, and why the missing hardware and browser support leave nothing to test yet.

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