The library, counted

The world's largest evidenced task library — a map of human work, with a ready prompt behind every task. These numbers are generated from the shipped data itself, last counted 2026-07-20. They grow; the method does not: every career task is named by the sources that witnessed it — O*NET, ESCO, real job descriptions, Wikipedia — and the deepest tasks by several at once. Nothing is invented.

1,949careers mapped
38,525career prompts
1,265distinct tools careers use
88soft skills
1,649skill blueprints
500human activities, tiered
155shared logs, files & records
5,761software-atlas prompts
11,308high-frequency tool prompts
57,243prompts in total
2,604indexable pages
Open the interactive atlas →
Where AI cannot help, the map says so: of the 500 activities, 71 are XS-tier — nothing useful to ask — and 70 are L-tier, where the model can be the other person. Honesty about ceilings is the standard here, not a disclaimer.

The rest of the map

Same library, five ways in.

Work Atlasthe whole map, interactiveCareers1,949 jobs and their real tasksSoft skillsthe human part of the workSoftwaretools, by the work they doActivities500 things people doPrompt Librarybrowse every prompt
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Built on public evidence: O*NET®, ESCO, Wikipedia, U.S. Bureau of Labor Statistics, ILOSTAT. All sources & licenses