VELARU MANDATE EXHIBIT PACK — HEALTHCARE AI / MEDICAL MALPRACTICE
Jurisdiction: South Korea (kr)
Modality: Text / Chat
Program: Velaru Healthcare AI / Medical Malpractice · South Korea (galactic_healthcare_kr)
Product ID: healthcare:kr:bundle:text
Vertical: healthcare
Generated: 2026-08-19T19:12:17.287066Z
Authority: Korea AI Basic Act Pack — Clinical AI SaMD + Med Mal Evidence 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 Healthcare AI / Medical Malpractice",
  "exhibit_authority": "Korea AI Basic Act Pack \u2014 Clinical AI SaMD + Med Mal Evidence Pack",
  "regulatory_frameworks": [
    "HIPAA",
    "FDA SaMD guidance",
    "EU AI Act Annex III",
    "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": "credential AI clinical tool",
  "third_party_verification": "https://velaru-erra.onrender.com/verify (operator-independent)",
  "data_lineage": "Hash-chained Ed25519 receipts; optional RFC3161 + external anchor",
  "mirror_trap": "Insurers underwriting health AI exclusions while using AI in claims \u2014 same governance gap NAIC flags for carriers. \u00b7 Korea AI Basic Act emerging \u2014 early movers on receipt infrastructure win Samsung/LG supply chain.",
  "chain_integrity": {
    "depth": 4,
    "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": "Deployer owns AI failure \u2014 vendor caps liability; hospital pays claim then subrogates nothing",
  "global_leaders_addressed": [
    "FDA",
    "Joint Commission",
    "Gallagher Re",
    "Epic",
    "UnitedHealth",
    "KISA",
    "Samsung",
    "Naver"
  ]
}

MIRROR TRAP (regulatory insight)
Insurers underwriting health AI exclusions while using AI in claims — same governance gap NAIC flags for carriers. · Korea AI Basic Act emerging — early movers on receipt infrastructure win Samsung/LG supply chain.

NERVE CARDS — WHY GLOBAL LEADERS CARE
[
  {
    "title": "Coverage denial litigation",
    "body": "Algorithms denying care are in discovery now \u2014 reconstructability beats internal EHR logs.",
    "source": "vertical"
  },
  {
    "title": "PCCP gap",
    "body": "FDA change control plans don't cover vendor foundation model updates \u2014 undocumented drift = liability.",
    "source": "vertical"
  },
  {
    "title": "Board accountability",
    "body": "Public health systems: AI governance is SEC-disclosable material risk in 2026.",
    "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: $4B+ US med mal · coverage-denial AI in active litigation
INSURANCE LINES: Med mal, Hospital liability, Health cyber

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