Can AI actually teach you this?

500 things humans do, each tiered by how far AI can actually take you — from XS (it cannot help) to L (it can be the other person). The honest map, from the LLOS Work Atlas.

Open the interactive atlas →

L — All the way — it can be the other person 70

Unbounded, and the loop closes: the model can be the counterparty or the artifact. Prompt #1,001 is still a scenario you have never faced.

M — Halfway — theory, not the doing 215

Real theory and real diagnosis — but reality holds the grading pen. The model designs the experiment and cannot see the result.

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S — A little — a finite rule-set 144

A finite rule-set. One good session gets you everything; then you just do it.

XS — Barely — it is a reflex 71

Two rungs tall. Ask twice and you are asking the same thing — there is nothing here.

The rest of the map

Same library, five ways in.

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