legal_gov · INA · Equal Protection Clause · EU AI Act Annex III
Immigration / Border Enforcement
Equal protection + due process — black box visa denial = summary judgment for plaintiff
—METI AI Guidelines 2024 + APPI
Regulatory exposure — commonly overlooked:
Contractor builds AI — agency owns constitutional tort, contractor owns FAR liability cap. · Japan soft-law approach hardening — FSA now expects bank AI documentation like BaFin.
TAM / Exposure
Govtech immigration AI · constitutional scrutiny highest
Insurance lines
Gov contractor E&O · Civil rights
Exhibit authority
Japan METI AI Pack — Immigration Decision Audit Pack
Global leaders
DHS · Palantir · EU Frontex · ACLU · UNHCR · METI · SoftBank · Toyota
Palantir discovery
Government AI vendor contracts require audit rights — most agencies cannot exercise them without receipts.
EU migration AI
Annex III high-risk — Frontex systems require conformity assessment.
Asylum credibility
AI translation/transcription errors in asylum interviews — receipt of source audio hash critical.
[Japan] Aging society
Japan healthcare AI urgency — receipt for elder care and nursing decisions.
[Japan] Automotive
Toyota/Honda AV — NHTSA equivalent documentation for JAMA standards.
[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 →