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Tag: Backend

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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Bug Fixing, Core Updates

WordPress 6.9.2 patches ten vulnerabilities, so update now

WordPress 6.9.2 landed on March 11, 2026 with fixes for ten vulnerabilities, among them blind SSRF, a PoP chain in the HTML API and an XXE in getID3. What each one lets an attacker do, and how to ship the update with WP-CLI.

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Bug Fixing, Core Updates

WordPress performance: fixing the fetchpriority logic

Core was tagging hidden Gutenberg images as high priority and hurting LCP. Ticket #64823 fixes that, and Performance Lab is dropping Web Worker Offloading after 6,000 updates with no feedback.

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Development, Front-end

Dynamic forms in React: schema or component logic

RHF and Zod handle flat CRUD forms well, but branching logic leaks across the schema, the state and the JSX. Where SurveyJS keeps those rules instead, and how to pick between the two.

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AI, Development

The host memory bottleneck that halved Gaudi on AWS

Intel’s Gaudi accelerators lost half their throughput on AWS DL1 because every byte detoured through host DRAM. This is how Peer Direct, libfabric and DMA-BUF put that data path back on the network.

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