AI Risk Atlas Prototype/DemoUnofficial independent experiment. Not an official xAI product. Scores can be wrong.

Back to mitigations
Proposed

Transition income tied to measured displacement, not rhetoric

Trigger on occupational placement rates, not on a minister’s speech.

No compiled flow or public database names this control yet.

Who should own it
Labor ministries
Governments
How quickly it can land
Months
A planned program, one to two quarters.
Expedited implementation
3 months
90 calendar days with a crash team
Normal implementation
9 months
270 calendar days as a planned program

Risk this mitigates

15
Concentrated AI rents and a permanent underclass

Given that the largest productivity gains are accruing to model owners and a thin layer of complementary labour, while entry-level work is already closing, there is a possibility of a durable split between people who own or steer the models and people who do not resulting in entrenched inequality, lost mobility, and a politics that treats AI as an occupying interest.

Residual composite 15 · still above the threshold

Effect if implemented

Applied to every failure scenario on that risk, then re-ranked. Axes are clamped at 1.

Likelihood
0
Consequence
1
Urgency
0