VELARU MANDATE EXHIBIT PACK — GOVERNMENT BENEFITS / SOCIAL SECURITY
Jurisdiction: South Korea (kr)
Modality: Text / Chat
Program: Velaru Government Benefits / Social Security · South Korea (galactic_government_benefits_kr)
Product ID: government_benefits:kr:bundle:text
Vertical: government_benefits
Generated: 2026-08-20T20:31:15.291778Z
Authority: Korea AI Basic Act Pack — Benefits Eligibility Algorithm Audit Pack
Deadline: KISA AI guidelines + PIPA
Velaru verify: https://velaru-erra.onrender.com/verify

EXHIBIT A — AI INVENTORY
[]

EXHIBIT B — GOVERNANCE FRAMEWORK
{
  "framework": "Velaru Mandate Registry \u2014 Government Benefits / Social Security",
  "exhibit_authority": "Korea AI Basic Act Pack \u2014 Benefits Eligibility Algorithm Audit Pack",
  "regulatory_frameworks": [
    "APA Section 706",
    "SSA regulations",
    "Due Process Clause",
    "KISA AI Guidelines",
    "PIPA",
    "FSC AI governance",
    "AI Basic Act"
  ],
  "standards_alignment": [
    "POSS-2",
    "DRP-1",
    "TCB",
    "FRE 707 pre-compliance",
    "ISO 42001"
  ],
  "human_oversight": "grant/deny benefit",
  "third_party_verification": "https://velaru-erra.onrender.com/verify (operator-independent)",
  "data_lineage": "Hash-chained Ed25519 receipts; optional RFC3161 + external anchor",
  "mirror_trap": "States using vendor benefits AI \u2014 state owns constitutional violation, vendor owns contract cap. \u00b7 Korea AI Basic Act emerging \u2014 early movers on receipt infrastructure win Samsung/LG supply chain.",
  "chain_integrity": {
    "depth": 5,
    "invariant_holds": true
  }
}

EXHIBIT D — DATA INPUTS & VALIDATION
{
  "data_validation_method": "Cryptographic receipt per AI decision; public verify without trusting deployer, vendor, or Velaru operator",
  "bias_testing_proxy": "Asymmetry score from live chain signals",
  "model_change_control": "Policy lock registry \u2014 criteria hash frozen pre-dispute",
  "logging_retention": "90-day pre-dispute window minimum; permanent verify permalinks",
  "external_validator": "Nisaba LLC / Velaru",
  "validator_independence": "Client-side Ed25519 verify; BYOK tri-receipt optional",
  "headline_stat": "Due process requires explainable denial \u2014 Goldberg v Kelly extended to AI era",
  "global_leaders_addressed": [
    "SSA",
    "CMS",
    "UK DWP",
    "ACLU",
    "EU Commission",
    "KISA",
    "Samsung",
    "Naver"
  ]
}

MIRROR TRAP (regulatory insight)
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.

NERVE CARDS — WHY GLOBAL LEADERS CARE
[
  {
    "title": "AFDC legacy",
    "body": "Automated denial without hearing = procedural due process violation \u2014 receipt enables hearing.",
    "source": "vertical"
  },
  {
    "title": "EU FRIA",
    "body": "Fundamental rights impact assessment required for public benefits AI \u2014 Exhibit pack maps to FRIA.",
    "source": "vertical"
  },
  {
    "title": "Medicaid unwinding",
    "body": "AI re-determination errors affected 20M+ \u2014 class actions forming.",
    "source": "vertical"
  },
  {
    "title": "[South Korea] Chip + AI",
    "body": "Samsung, SK Hynix AI in manufacturing \u2014 safety-critical receipt requirements.",
    "source": "jurisdiction"
  },
  {
    "title": "[South Korea] K-pop platform AI",
    "body": "Content moderation AI for global platforms headquartered in KR.",
    "source": "jurisdiction"
  },
  {
    "title": "[Text / Chat] Modality hook",
    "body": "Baseline \u2014 all frameworks apply to text decisions.",
    "source": "modality"
  }
]

BOOK SUMMARY: {
  "total_insureds": 0,
  "compliant": 0,
  "grace_period": 0,
  "non_compliant": 0,
  "expired": 0,
  "not_enrolled": 0,
  "compliant_pct": 0.0
}

TAM / EXPOSURE: 100M+ benefits recipients US · algorithmic denial litigation
INSURANCE LINES: Municipal liability, Fidelity

DISCLAIMER: External validation evidence pack — not legal advice, not filed rate approval.