AI is useful when it makes people more capable.

AI For Human Expertise is a collection of writing by Sammy Newman about a practical question: how can we use AI while keeping the knowledge and judgement that make us good at our work?

The articles bring together research, explanations, and frameworks for people deciding where AI belongs in their organisations. They explore three connected areas:

• Choosing useful AI projects: understanding the problem, the people doing the work, and what success would look like before investing.
• Keeping teams skilled: recognising where automation removes valuable practice, and designing ways to keep people learning.
• Building reliable systems: examining the structure around a model, including knowledge, tools, checks, and human judgement.

Start with the reading guides to find a route through the writing, or browse the full archive.

The archive also preserves earlier product and advisory pages. They are retained as background to the project; the focus of this version is the writing.