legal_gov · APA Section 706 · SSA regulations · Due Process Clause
Government Benefits / Social Security
Due process requires explainable denial — Goldberg v Kelly extended to AI era
—KISA AI guidelines + PIPA
Regulatory exposure — commonly overlooked:
States using vendor benefits AI — state owns constitutional violation, vendor owns contract cap. · Korea AI Basic Act emerging — early movers on receipt infrastructure win Samsung/LG supply chain.
TAM / Exposure
100M+ benefits recipients US · algorithmic denial litigation
Insurance lines
Municipal liability · Fidelity
Exhibit authority
Korea AI Basic Act Pack — Benefits Eligibility Algorithm Audit Pack
Global leaders
SSA · CMS · UK DWP · ACLU · EU Commission · KISA · Samsung · Naver
AFDC legacy
Automated denial without hearing = procedural due process violation — receipt enables hearing.
EU FRIA
Fundamental rights impact assessment required for public benefits AI — Exhibit pack maps to FRIA.
Medicaid unwinding
AI re-determination errors affected 20M+ — class actions forming.
[South Korea] Chip + AI
Samsung, SK Hynix AI in manufacturing — safety-critical receipt requirements.
[South Korea] K-pop platform AI
Content moderation AI for global platforms headquartered in KR.
[Text / Chat] Modality hook
Baseline — all frameworks apply to text decisions.
7 mandate layers (live)
Regulatory ClockCountdown to operative regulatory deadline — NAIC adoption, GSE mandate, EU transposition.Open →
Domain ClassifierIndustry-specific SAFE/CRISIS/VIOLATION with regulatory framework mapping.Open →
Exhibit / Filing PackRegulator-ready external validation — NAIC Exhibit D, Fannie QC, EU FRIA, FDA Part 11.Open →
Mandate RegistryEnroll deployers/insureds under vertical-specific governance mandate.Open →