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

Back to mitigations
Proposed

Automatic stabilisers for exposed graduating cohorts

Income support and paid reskilling that trigger on placement-rate collapse, not after a recession is declared.

No compiled flow or public database names this control yet.

Who should own it
National governments
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

19
Closure of the entry-level labor market

Given that measured hiring into the most exposed white-collar roles has already fallen, and a frontier-lab CEO has put a five-year, 50% figure on entry-level disruption, there is a possibility of the first rungs of professional work disappearing faster than institutions can retrain or replace them resulting in a cohort of graduates locked out, and a long-run collapse in how professions reproduce skill.

Residual composite 19 · 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
1