Meaning in the Age of AIScored 27 August 2026

Measuring six claims about the future

Score Card of the
Singularity

Six claims are commonly made about where AI, robotics, and biotechnology are taking humanity: death becomes optional, every disease is cured, poverty ends, work becomes a choice, genius is available on demand, and suffering is cured.

Each claim is assigned one objective measure, a 2020 baseline value, and a completion threshold. This page reports where each measure currently stands and when it is estimated to reach completion.

Every claim has its own page. Each is colour coded, and that colour carries through to the page it opens. Select one below to see its supporting measures, recent developments, and the basis for its completion date.

0255075100
0.0%
Composite progress since 2020
6
Claims
measured
2020
Baseline
year
2034
Earliest estimated
completion
2087
Latest estimated
completion
4
Supporting measures
below baseline
How each score is calculated. Every claim is assigned one primary measure that could in principle settle it. Progress is the fraction of the distance from the 2020 value to the completion threshold that the measure has covered: (current value − 2020 value) ÷ (completion threshold − 2020 value). Zero percent means the measure sits where it did in 2020. One hundred percent means the claim is satisfied. Supporting measures are reported alongside each claim but do not enter the score. Completion dates begin from prediction market medians where one exists, and are adjusted for the observed trend in the primary measure and for developments through August 2026.

The six claims · six pages

Progress by claim

Each card states the primary measure, its 2020 baseline, its current value, and the value at which the claim is satisfied. The bar shows the share of that distance covered. Select any card to open the full claim page.

CLAIM 01Page 2 of 7

Death becomes optional.

Objective measure
Longevity Escape Velocity Ratio
years of life expectancy gained per calendar year
0.1320200.17Now1.00Complete
Share of that distance covered
0%from 2020 baseline
Estimated completion2052
Open claim 01
CLAIM 02Page 3 of 7

Every disease, cured.

Objective measure
Share of known diseases with an approved disease-modifying therapy
% of approximately 10,000 catalogued human diseases
5.0%20206.5%Now100%Complete
Share of that distance covered
0%from 2020 baseline
Estimated completion2059
Open claim 02
CLAIM 03Page 4 of 7

Poverty ends everywhere.

Objective measure
Share of world population below the international poverty line
% living on under $3.00 a day, 2021 PPP
11.3%202010.0%Now0%Complete
Share of that distance covered
0%from 2020 baseline
Estimated completion2071
Open claim 03
CLAIM 04Page 5 of 7

Work becomes a choice.

Objective measure
Non-employment security rate
% of working-age adults able to live without labour income
4.5%20205.1%Now100%Complete
Share of that distance covered
0%from 2020 baseline
Estimated completion2062
Open claim 04
CLAIM 05Page 6 of 7

Genius for everyone, on demand.

Objective measure
Expert-Parity Access Index
capability parity multiplied by practical daily reach
0.5%202019.4%Now100%Complete
Share of that distance covered
0%from 2020 baseline
Estimated completion2034
Open claim 05
CLAIM 06Page 7 of 7

A cure for suffering itself.

Objective measure
Gallup Negative Experience Index
index 0 to 100, share reporting daily negative affect
32202031Now0Complete
Share of that distance covered
0%from 2020 baseline
Estimated completion2087
Open claim 06

Comparison

Progress against each primary measure

Share of the distance from the 2020 value to the completion threshold covered by each claim's primary measure. The unweighted mean of the six is 6.8 percent.

Each row links to its claim page.

Trajectory

Progress by year, 2020 to 2026

Each line plots one claim's progress score against the 2020 baseline. Values below zero indicate that the primary measure was further from completion than it was in 2020. Three measures fell below baseline during the pandemic period and the composite returned above baseline in 2023.

-5%0%5%10%15%20%2020202120222023202420252026Genius19%Poverty11.5%Death4.6%Suffering3.1%Disease1.6%Work0.6%

Each series in the legend links to its claim page.

Completion

Estimated completion dates

Central estimates. Each carries an uncertainty band wider than the spread between the six, and the two latest dates rest on assumptions no forecasting market currently prices. The basis for each estimate is set out on its claim page.

2030204020502060207020802090
Genius
2034
Death
2052
Work
2062
On the ordering. Rank order on progress does not match rank order on estimated completion. Poverty is second most complete and second latest to arrive; genius is most complete and earliest. The six measures follow different functional forms, so linear extrapolation from current progress is not used for any of the dates.

Observations

Summary of the board

What the six measures show when read together.

Composite progress is 6.8 percent.

The unweighted mean across the six primary measures has covered 6.8 percent of the distance from their 2020 values to their completion thresholds. The six measures are averaged without weighting; no claim is treated as more important than another.

Composite progress was below the baseline in 2021 and 2022.

Three measures fell below their 2020 values during the pandemic period: frontier life expectancy gains, the Negative Experience Index, and the pace of poverty reduction. The composite returned above baseline in 2023.

One claim accounts for close to half the movement.

Genius for everyone contributes 19.0 of the 40.4 percentage points on the board. The remaining five average 4.3 percent. The capability component of that index is the fastest-moving measure here by a wide margin.

Progress to date and estimated completion are not correlated.

Poverty is the second most complete claim at 12 percent and carries the second latest estimate at 2071. Genius is the most complete at 19 percent and the earliest at 2034. The six measures follow different functional forms, so rank order on progress does not predict rank order on arrival.

Three claims are constrained by distribution rather than capability.

For poverty, work, and the reach component of genius, the completion estimate is set by the rate at which existing capability propagates rather than by the rate at which new capability is developed.

Four supporting measures have moved away from their claims.

The global labour share of income, the concentration of extreme poverty in fragile states, global mental disorder burden, and the prevalence of depression and anxiety have each moved in the direction opposite to their claim since 2020. All four are supporting measures and none enters the composite score.

Read the detail

Open any claim

Six claim pages. Each carries its own colour, applied as the background of the page it opens.

Limitations. The six primary measures are not equally well established. The poverty headcount ratio, the Gallup Negative Experience Index, and the disease count are published statistics. The longevity escape velocity ratio, the non-employment security rate, and the expert-parity access index are constructed here from published components and are estimates. Completion dates for poverty, work, and suffering depend on political and behavioural assumptions that no forecasting market currently prices. The composite is an unweighted mean and assigns no relative importance between claims. Read the whole board as an indexed estimate rather than a measurement.
Jesse Walker
Jesse Walker
Jesse Walker is a philosopher, a meditation teacher, a business founder and a father. He is optimistic about humanity’s ability to shape AI into a force for global good.