14Labor & rentsBelow the top 20
A hiring gate that never sees the CV
Impact domainHarm-adjacent
Statement (NASA form)
Given that screens already run before a human, there is a possibility of a career that cannot start resulting in the closed door as a product.
Likelihood
4Likely
Consequence
3Major
Urgency
2Planned
Personal slice · work. Experimental household card. Not a certified finding.
Composite 14 = 4×3 + 2
Applicable mitigations
Controls · Apprenticeship quotas in firms that deploy the models · Automatic stabilisers for exposed graduating cohorts · University curricula rebuilt around the remaining scarce work · Broader ownership of the complementary stack · Transition income tied to measured displacement, not rhetoric · Windfall and compute taxes earmarked for the displaced