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Tag: Backend

AI, Development

Cutting vector search costs by 80% with MRL and int8

Vector infrastructure gets expensive fast: 100 million 1024-dimensional float32 vectors need over 1.2TB of RAM. Pairing Matryoshka truncation with int8 quantization cuts storage by roughly 80%, and this post covers where the savings stop and recall starts to break.

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Core Updates, Development, Gutenberg

What WordPress 7.0 changes in the Interactivity API

WordPress 7.0 adds a watch() function to the Interactivity API for side effects that do not belong to a single DOM element, and the router store now gets state.url from the server, so the undefined guards can go. Two navigation properties are deprecated along the way.

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Core Updates, Development

WooCommerce 10.6: SQL fixes and two breaking changes

WooCommerce 10.6 is mostly maintenance: SQL fixes in the admin, lazy loading on by default for the Product Image block, and two changes that can break custom breadcrumbs and headless Store API calls.

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Core Updates, Development

WordPress 7.0: real-time collaboration and the beta rush

Beta 3, a silent Beta 4 next to 6.9.3, and Beta 5 due March 12. What real-time collaboration, the new Breadcrumb block filters and theme.json pseudo-elements mean for your custom code before the RCs land.

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AI, Bug Fixing, Development

Neuro-symbolic fraud detection with differentiable rules

Weighted BCE starves when fraud is 0.2% of your data. I walk through adding a differentiable rule loss in PyTorch, what it does to ROC-AUC, and why both models need thresholds tuned the same way.

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Bug Fixing, Core Updates, Development

WordPress 6.9.3 and the stringable object regression

WordPress 6.9.3 is a fast-follow fix for a 6.9.2 regression that blanked out sites whose themes returned stringable objects to template_include. Here is what broke, and what you need to update.

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AI, Development

Making Google Trends data comparable across countries

Google Trends normalizes every score per region, so a 100 in the US and a 100 in the UK mean different things. Borrowing the index-basket idea from finance gives you an anchor and makes the numbers comparable.

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AI, Development

Game theory logic: why raw data lies about strategy

Raw averages describe a world that was not reacting to you. This post uses the penalty kick problem to show why competitive data needs mixed strategies, and what that looks like in pricing, fraud detection and WordPress backends.

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AI, Development

Why your AI search evaluation is probably wrong

Vibe-checking search results is how teams end up rebuilding a backend for a system that scores worse than the SQL it replaced. What a real AI search evaluation needs: a golden set, repeated trials, and an ICC check before you ship.

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AI, Development, E-commerce Development

Causal inference in data science, the skill AI can’t fake

AI infrastructure spending hit nearly $400 billion in 2025 against barely $100 billion of revenue. The skills that survive that correction are the classical ones: causal inference, experiment design, Bayesian reasoning, domain modeling and SPC.

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