1. Lukas B. Freund & Lukas F. Mann - Job Transformation, Specialization, and the Labor Market Effects of AI
  • The authors of this paper argue that AI’s biggest labour impact isn’t job destruction but job transformation - changing which tasks matter inside occupations.
  • Workers who excelled at now-automated tasks (like data entry or record processing) lose out, forced to move and typically take pay cuts.
  • But automation also creates winners : incumbents freed to spend more time on people-facing or coordination tasks see wage gains; meanwhile, “outsiders” who once lacked the right skills can now enter jobs where machines handle the hard parts.
  • Large Language Models (LLMs) trigger bigger shifts than past technologies such as industrial robots because they hit a wider spread of skills - making averages misleading and outcomes highly uneven.
  • The key message: “exposure” to AI doesn’t mean inevitable decline. It means turbulence - some sink, some rise - depending on how their specialisation lines up with what machines take over.
  • Job Transformation, Specialization, and the Labor Market Effects of AI (PDF)
  1. - Peak Cinema
  • Economist Scott Sumner claims the true golden age of cinema was 1958–63: the convergence of Hollywood perfection (Hitchcock, Wilder) and European avant-garde (Godard, Truffaut, Antonioni).
  • American, French, Japanese, and Italian auteurs all hit creative highs, yielding films like Vertigo, , and Jules and Jim.
  • He frames this through David Galenson’s idea of experimental vs conceptual innovators - late bloomers vs sudden disruptors - both peaking around 1960.
  • A personal aside explores how eras we lived through feel “normal,” while others recede into the unreal “history” category, highlighting generational perception gaps.
  • Overall, this is a great list of films to watch!
  • Peak Cinema – Scott Sumner on Substack
  1. NASA - Your Name in Landsat
  • Sharing a cool little tool: NASA lets anyone create their name from images in their Landsat archive that resemble letters.
  • Your Name in Landsat – NASA