VELARU MANDATE EXHIBIT PACK — GOVERNMENT BENEFITS / SOCIAL SECURITY
Jurisdiction: Florida (us_fl)
Modality: Text / Chat
Program: Velaru Government Benefits / Social Security · Florida (galactic_government_benefits_us_fl)
Product ID: government_benefits:us_fl:bundle:text
Vertical: government_benefits
Generated: 2026-08-19T19:12:17.110487Z
Authority: Florida OIR AI Pack — Benefits Eligibility Algorithm Audit Pack
Deadline: FL HB 919 AI disclosure + property insurance crisis
Velaru verify: https://velaru.xyz/verify

EXHIBIT A — AI INVENTORY
[
  {
    "named_entity": "Velari",
    "slug": "velari",
    "ai_use_case": "AI-assisted Government Benefits / Social Security decisions",
    "vertical": "government_benefits",
    "risk_tier": "elevated",
    "external_validation": "Velaru independent receipt verification",
    "handler_receipt_lock": "https://velaru.onrender.com/r/4c58eac890bfd031ce2189de5a1ca9ea292a0c837f5f535daf164aef34f31e53",
    "compliance_state": "grace_period",
    "asymmetry_grade": "A",
    "found_scripture_export": "https://velaru.xyz/bundle/pre-dispute/d8fb129c0c0c78d05256/export.txt",
    "diligence_url": "https://velaru.xyz/diligence/velari"
  },
  {
    "named_entity": "LinkAudit Test",
    "slug": "linkaudit-test",
    "ai_use_case": "AI-assisted Government Benefits / Social Security decisions",
    "vertical": "government_benefits",
    "risk_tier": "elevated",
    "external_validation": "Velaru independent receipt verification",
    "handler_receipt_lock": "https://velaru.onrender.com/r/58ddedd1974156453bc55daef6a9857d8570d56388becbb2a80bf5bac76b771b",
    "compliance_state": "grace_period",
    "asymmetry_grade": "A",
    "found_scripture_export": "https://velaru.xyz/bundle/pre-dispute/78aa6e3f3a84cf1a88c0/export.txt",
    "diligence_url": "https://velaru.xyz/diligence/linkaudit-test"
  },
  {
    "named_entity": "Link Audit Co",
    "slug": "link-audit-co",
    "ai_use_case": "AI-assisted Government Benefits / Social Security decisions",
    "vertical": "government_benefits",
    "risk_tier": "elevated",
    "external_validation": "Velaru independent receipt verification",
    "handler_receipt_lock": "https://velaru.onrender.com/r/d00533b7b6c0495802b4250abd5c29f60bd9f2ad3fb141bba2d9a5afee5f5542",
    "compliance_state": "grace_period",
    "asymmetry_grade": "A",
    "found_scripture_export": "https://velaru.xyz/bundle/pre-dispute/fea572f3996c4b963779/export.txt",
    "diligence_url": "https://velaru.xyz/diligence/link-audit-co"
  }
]

EXHIBIT B — GOVERNANCE FRAMEWORK
{
  "framework": "Velaru Mandate Registry \u2014 Government Benefits / Social Security",
  "exhibit_authority": "Florida OIR AI Pack \u2014 Benefits Eligibility Algorithm Audit Pack",
  "regulatory_frameworks": [
    "APA Section 706",
    "SSA regulations",
    "Due Process Clause",
    "FL HB 919",
    "Florida Information Protection Act",
    "Citizens Property Insurance"
  ],
  "standards_alignment": [
    "POSS-2",
    "DRP-1",
    "TCB",
    "FRE 707 pre-compliance",
    "ISO 42001"
  ],
  "human_oversight": "grant/deny benefit",
  "third_party_verification": "https://velaru.xyz/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 Florida property insurers using AI for claims while Citizens backs up market \u2014 AI claim denial = political lightning rod.",
  "chain_integrity": {
    "depth": 436,
    "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",
    "Florida OIR",
    "Citizens Property",
    "Universal Property"
  ]
}

MIRROR TRAP (regulatory insight)
States using vendor benefits AI — state owns constitutional violation, vendor owns contract cap. · Florida property insurers using AI for claims while Citizens backs up market — AI claim denial = political lightning rod.

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": "[Florida] Hurricane claims AI",
    "body": "Post-Idalia/Ian claims AI scrutiny \u2014 bad faith with AI lowball estimate.",
    "source": "jurisdiction"
  },
  {
    "title": "[Florida] Surplus lines",
    "body": "Florida largest homeowners market collapse \u2014 AI underwriting receipt mandatory for OIR exam.",
    "source": "jurisdiction"
  },
  {
    "title": "[Text / Chat] Modality hook",
    "body": "Baseline \u2014 all frameworks apply to text decisions.",
    "source": "modality"
  }
]

BOOK SUMMARY: {
  "total_insureds": 3,
  "compliant": 0,
  "grace_period": 3,
  "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.