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AI, Development

Building a PyTorch DDP training pipeline that scales

Wrapping a model in DDP is the easy part. The rest of the pipeline is where distributed runs go wrong: process group setup, calling set_epoch on the sampler every epoch, and keeping checkpoint writes on rank 0.

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Core Updates, Development

WordPress 7.0 gets an extra beta and a Connectors API

An unplanned Beta 6 arrived on March 20, 2026 and pushed WordPress 7.0’s RC1 to March 24. The extra cycle covers the DataViews admin overhaul and the PHP 7.2/7.3 drop, and the release also brings the Connectors API for credential handling.

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AI, AI in WordPress, Development

Human-in-the-loop agentic workflows that hold up in production

Autonomous agents fail in ways that are expensive to clean up. This is how LangGraph interrupts and checkpointers let a person approve a step mid-run, plus the idempotency mistake that made my content agent publish something I never signed off on.

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Core Updates, Development, Gutenberg

Gutenberg 22.8: real-time collaboration and the connectors API

Gutenberg 22.8 adds collaborator selection highlighting and presence fixes to real-time collaboration, opens the Connectors registry API, and lets you style button hover and focus states in Global Styles. AVIF uploads and an admin bar Command Palette trigger come along too.

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AI, Development

Four silent bugs that break Pandas data pipelines

Pandas rarely raises an exception. It guesses, and the numbers come out wrong. Four gotchas that break a pipeline quietly: type inference on import, index alignment, copy versus view, and merges that duplicate rows.

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AI, Core Updates, Development

What the WordPress 7.0 AI features look like in RC1

WordPress 7.0 RC1 is out and the April 9 date is still holding. The AI work worth watching sits in the AI Experiments plugin: C2PA provenance, content classification, and the MCP adapter that lets models discover what a site can do.

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Development

Why your ELT pipeline turned into a SQL jungle

ELT gave analysts more power and took away the discipline that kept SQL logic sane. What a real transformation layer needs: modular models, version control, tests, and lineage you can read before you drop a table.

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AI, AI in WordPress, Core Updates, Development

Testing the community AI connectors for WordPress 7.0

WordPress 7.0 ships the PHP AI Client, and the community has already built connectors for Grok, Mistral, Ollama and OpenRouter. What each one covers, how provider registration works, and the switching case worth testing first.

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AI in WordPress, Core Updates, Development

What the WordPress 7.0 AI client changes for plugins

Core now ships a provider-agnostic PHP API for AI work. The SDK and wrapper split, the fluent builder for text and image generation, feature detection before you draw any UI, and why bundling php-ai-client yourself now fatals.

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Development, Gutenberg

How Gutenberg Guidelines store editorial rules in 22.7

Gutenberg 22.7 puts editorial rules in the database instead of a forgotten PDF. A look at the wp_content_guideline post type, the REST endpoints, and what a persistent rule set gives an AI assistant.

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