The lead story
Why AI Labs Pay Workers to Film Their Hands at Work
Follow the data behind physical AI, from workers recording their hands to the research and quality checks that turn footage into training material.
One useful idea every Sunday.
Research, practical tools and one experiment you can complete during the week.
Join the briefingMore from this edition
Three useful routes into the story, the work and the skills behind it.
What Is a Forward Deployed Engineer? A Review of 19 Employer Descriptions
A review of 19 employer descriptions explores responsibilities, ownership and reusable work behind the FDE title. Includes an inspectable dataset and methods guide.
GTM Engineering vs RevOps: What the Role Descriptions Show
Employer descriptions reveal technical work across GTM Engineering, RevOps and Marketing Operations. Includes a dataset and an inbound-routing example.
17 free AI courses worth your time
Follow a curated route through courses from Anthropic, Google, Microsoft, MIT and OpenAI.
Build the skills and evidence
Start with a small task.
Choose a project, produce something inspectable and keep a record of what you learned.
AI coding assistants
Choose a coding tool that fits how you work.
Compare editor, terminal and browser-based tools by price, MCP support and the skills each one helps you practise.
Compare the coding tools27
AI coding assistants gathered into one learner-first comparison.