AI, judgement & the people doing the work
Choose useful AI projects. Keep your team skilled. Understand what makes an AI system reliable.
Written by Sammy Newman
Start with your question
Three routes through the writing. Start with the problem that feels closest to your work.
Reading guide
Clarify the problem, the people involved, and what success would look like before committing to a project.
Reading guide
Understand how skills erode when AI takes over, and explore ways to keep learning and judgement in the work.
Reading guide
Look beyond the model at the structures that make an agent's work explicit, checkable, and maintainable.
A closer look
When everyday tasks are automated, what happens to the practice that builds expertise? Explore the evidence and the design questions it raises.
4 min read Skills & automation
Read the essay
The thread through it all
AI can make work faster. The harder questions are what people still need to understand, how they learn it, and who checks the result.
This writing brings together research and practical frameworks to help you make a clearer decision about AI in your own work.
About the writingFollow the writing
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