R² Labs · AIPE · Instrument I

What is left to humans after AI?

The whole field, from economists and philosophers to AI-lab leaders and the storytellers who rehearse our futures, charted by where they agree, and where they split.

21 thinkers68 sourcessix chapters
The economists

“A race between automation and capital”

Korinek & Suh, 2024
The historians

“Humans lose their usefulness”

Harari, Homo Deus
The optimists

“We won’t run out of things to do”

Altman, The Intelligence Age
The atlas, in six chapters

Read it your way.

Each chapter stands on its own and carries its own interactive figure, but read in order they trace the whole meta-analysis, from the data already landing to the openings ahead. Begin at the start, or jump straight to the part you care about.

Begin the atlas
No. 01
Chapter 1

The Shift

The displacement has already landed on the young, and automation behaves like a rising tide on a ladder of task complexity. The century turns on one question: does the ladder have a top?

The Tide & LadderOpen
No. 02
Chapter 2

Two Horizons

Almost every confusion about AI and work comes from collapsing two futures into one. We separate the Transition, the empirical jobs question, from the Endgame, where the question is whether human labour has market value at all.

Transition vs. EndgameOpen
No. 03
Chapter 3

The Reframe

In the long run the problem stops being about jobs and becomes about ownership, distribution and power: a four-link causal chain (economics, power, distribution, meaning) where each failure mode is a recognizable dystopia.

The causal chainOpen
No. 04
Chapter 4

The Atlas

The territory mapped: seven fault lines the field splits on, twenty-one thinkers placed on a spectrum from optimist to pessimist, and the endgame collapsed into four futures.

Fault lines · thinkers · futuresOpen
No. 05
Chapter 5

What Work Supplied

Work quietly met ten human needs beyond income. And when intelligence becomes abundant the price system flips. Value drains from the mass-produced toward the trusted, embodied, judged and genuinely human.

The needs ledger & the inversionOpen
No. 06
Chapter 6

The Opening

Where demand goes when labour leaves: twelve openings on the path, then seven principles for a unified vision and the four open questions it must keep answering.

The opportunity fieldOpen
The library · 68 sources

Every assertion, sourced.

Economics & labor · 14

Distribution & ownership · 12

Meaning & the psychology of work · 11

Society, power & governance · 11

Visions & fiction · 10

Needs, scarcity & demand signals · 10

compiled with care, June 2026

Built on the AIPE knowledge base ("What Is Left to Humans After AI?") and supplementary research. The atlas distinguishes what is reasonably established, what is genuinely contested, and what is speculative; and where thinkers disagree, it presents the disagreement rather than resolving it. A living foundation: revise as the watch-list questions move.