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Workflows of AI

Marcus adventures in AI and code

Articles, videos and interactive pages about the highs and lows of AI. Maybe with a splash of humour, code and Drupal.

Pixel-art Marcus sitting at a desk, typing on a laptop, with a code bubble and sparkles above it.

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Latest posts

Drupal AI

How I vibe-configed this website in under 10 hours

I built this site with AI agents by configuring Drupal modules: only 0.14% of the PHP is custom code. How it was done, and how it compares to Express.js.

Marcus Johansson Oct 10, 2026 12 min read
Pixel-art developer opening a wooden crate labelled AI 1.5.0; a chat bubble, a shield with a check mark, a magnifying glass with an up arrow and a stack of cards with a lightning bolt fly out, while three small boxes with wings fly away.
Release notes

Drupal AI 1.5.0 is out

Drupal AI 1.5.0: ChatProcessor and ChatMemory, batch embeddings, streaming guardrails, an AI reranker, and the deprecations to act on before 1.6.0.

Marcus Johansson Oct 9, 2026 11 min read
Pixel-art spoof of the two buttons meme: a hand hovers between an XTRUE and an XFALSE button while the blog's developer sweats and wipes his forehead.
Evals

Decision models and Drupal: a match made in heaven

AI Validations turns a field rule into a yes or no question for an AI model. A decision model, Jev, against GPT-5.6 Sol on 1,500 brand checks: accuracy, speed and cost.

Marcus Johansson Sep 30, 2026 15 min read

Watch

Featured video

A short tour of what changed in Drupal AI 1.5.

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Latest podcast episodes

Two AI hosts talk through a post. Subscribe in your podcast app.

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Drupal AI in your browser

No install needed: a full Drupal AI site of your own, ready in seconds.

The Drupal AI demo site: a university home page with an "AI Features" button.
Demo

The Drupal AI demo on Drupal Forge

A demo site that spins up in 5 seconds and shows the best Drupal AI has to offer, with free AI credits and instructions on how to test the different features.

Drupal Forge Free AI credits Ready in 5 seconds