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Adding a new content type to my blog-to-newsletter tool

Illustration accompanying: Adding a new content type to my blog-to-newsletter tool

Simon Willison demonstrates a practical agentic engineering pattern using a short LLM prompt to automate adding new content types to his blog-to-newsletter tool, showcasing how minimal prompting can accomplish substantial work in a single API call.

Modelwire context

Explainer

The more instructive detail here isn't the automation itself but the constraint Willison is working within: a single API call, a short prompt, no scaffolding framework. That's a deliberate choice to stay close to the model's raw capability rather than abstract it away, and it tells you something about where he thinks the complexity ceiling actually sits for this class of task.

Google's April 14th introduction of reusable 'Skills' in Chrome (covered here via Ars Technica) points in a similar direction from the consumer side: the prompt-as-reusable-unit is becoming a first-class artifact, not just an ephemeral input. Willison's approach is the developer-side equivalent, treating a well-scoped prompt as sufficient engineering for a bounded task. Both cases push against the assumption that agentic work requires elaborate orchestration. The InsightFinder funding story from April 16th is worth holding alongside this: the harder problem isn't writing the prompt that adds a content type, it's knowing when the agent got it wrong, which Willison's single-call pattern largely sidesteps by keeping a human in the loop.

Watch whether Willison publishes failure cases or rollback examples from this workflow in the next few months. If the pattern holds across more content types without manual correction, that's meaningful evidence for the 'minimal scaffolding' thesis; if corrections accumulate quietly, the single-call framing understates the real iteration cost.

This analysis is generated by Modelwire’s editorial layer from our archive and the summary above. It is not a substitute for the original reporting. How we write it.

MentionsSimon Willison · Substack · blog-to-newsletter

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Adding a new content type to my blog-to-newsletter tool · Modelwire