post / January 2, 2026

5 Great Filters of Automation or why jobs will exist forever

Any tech must pass a number of filters to work in practice.

5 Great Filters of Automation or why jobs will exist forever

Any tech must pass a number of filters to work in practice.

  • Demand - no strong preference agains it
  • Incentives - someone must want to pay for it
  • Viability - it needs to have viable business case
  • Feasibility - it must actually work
  • Usability - someone needs to build and run it

In the context of "AGI automating all jobs" this creates 5 job categories:

  1. Human Core jobs: jobs that never get automated because the product is a human interaction.
  2. ROI cranny job: jobs which do not have incentives to be automated (principal–agent problems, diffuse beneficiaries, weak enforcement, procurement politics, etc).
  3. ROI nook jobs: jobs that are so fragmented that technology cannot be economically deployed to address them.
  4. Frontier jobs: jobs that have tasks that do not yet have technology to automate them. Like OCR that works :)
  5. Human Factor jobs: jobs to build, maintain, and operate automated systems since all automations are man-machine systems.

How strong are these filters?

Counter to popular belief - they are all quite strong. It is not "lack of AGI" that drives human employment:

Balance between these categories changes from decade to decade, from developed to emerging economies, etc.

However, none of these categories can or will go to 0% - not in theory and not in practice.

Originally published on LinkedIn.