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Tag: AI

AI, AI in WordPress

WordPress AI guidelines: the five rules for contributors

The WordPress handbook now has a section on AI. Five rules cover who stays accountable, when you disclose model help, GPL compatibility, which contributions are in scope, and the quality bar reviewers can enforce.

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AI, Development

Multi-agent systems scaling: more agents is not the fix

Adding agents to a weak system mostly adds noise. Notes on DeepMind’s scaling paper: the 17.2x error amplification in uncoordinated swarms, where the four-agent plateau shows up, and the archetypes and centralized orchestrator I use instead.

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AI, AI in WordPress

How an AI website builder cleared a 50 message inbox

Tammy Silva’s LinkedIn side project turned into 50 messages a day. She used an AI website builder to put up a WordPress hub in an afternoon, moved lead capture off DMs, and filled 10 coaching slots in two days. Includes the hook I use to route inbound leads.

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AI, Development

Scaling distributed reinforcement learning past the sync bottleneck

Running more environments in parallel does not scale RL training, it just leaves the learner waiting. This post covers the actor-learner split, using Redis to move trajectories between them, and how V-trace corrects for stale off-policy data.

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AI, AI in WordPress, Development

Federated learning with Flower, from 65% to 96% accuracy

Siloed training data produces models that fail confidently. This walks through the Federated Learning Flower framework on a biased MNIST setup, the pyproject.toml config, and the jump from 65% to 96% accuracy.

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Accessibility, AI, Development

Hand gesture mouse control in 60 lines of Python

About 60 lines of Python turn a laptop webcam into a pointing device. Uses OpenCV and MediaPipe Hands for the 21 hand landmarks, PyAutoGUI to move the cursor, and a smoothing buffer to kill the jitter.

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AI, AI in WordPress, Development

Vibe coding and the code you no longer understand

Prompting an LLM for plugin and WooCommerce code ships fast, then leaves you debugging plumbing you never wrote. Where vibe coding falls apart in WordPress, and what the vetted version of the same function looks like.

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AI, Development

Most physics-informed neural networks are far too big

Research PINNs are routinely tens to hundreds of times bigger than the problem needs. Burgers’ equation plateaus at about 150 parameters, and a hyperelasticity model I saw used 424x more than necessary. Start small and scale only when the physics loss will not converge.

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AI, Core Updates, Development

The WordPress AI guidelines put humans back on the hook

Make WordPress published its AI guidelines: disclose AI assistance, keep contributions GPLv2-or-later, and own the code either way. Includes the AJAX save function AI keeps getting wrong and the version that passes review.

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Core Updates, Development

WordPress is dropping 1024-bit certificates from core

The core team wants the legacy 1024-bit certificates out of the WordPress root bundle before 7.0 ships in April 2026. NIST disallowed those keys in 2013, and CentOS 7, the main reason they stayed, went end of life in mid-2024.

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