VELARU MANDATE EXHIBIT PACK — EDUCATION / ADMISSIONS
Jurisdiction: Florida (us_fl)
Modality: Text / Chat
Program: Velaru Education / Admissions · Florida (galactic_education_us_fl)
Product ID: education:us_fl:bundle:text
Vertical: education
Generated: 2026-08-19T22:47:02.046153Z
Authority: Florida OIR AI Pack — Admissions AI Fairness + FERPA 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 Education / Admissions decisions",
    "vertical": "education",
    "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 Education / Admissions decisions",
    "vertical": "education",
    "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 Education / Admissions decisions",
    "vertical": "education",
    "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 Education / Admissions",
  "exhibit_authority": "Florida OIR AI Pack \u2014 Admissions AI Fairness + FERPA Pack",
  "regulatory_frameworks": [
    "FERPA",
    "Title VI",
    "EU AI Act Annex III",
    "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": "admit/deny applicant",
  "third_party_verification": "https://velaru.xyz/verify (operator-independent)",
  "data_lineage": "Hash-chained Ed25519 receipts; optional RFC3161 + external anchor",
  "mirror_trap": "Legacy preference algorithms in discovery \u2014 universities cannot produce decision audit from 2019 cycle. \u00b7 Florida property insurers using AI for claims while Citizens backs up market \u2014 AI claim denial = political lightning rod.",
  "chain_integrity": {
    "depth": 478,
    "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": "Same Mobley logic as hiring \u2014 filtering = discrimination agent",
  "global_leaders_addressed": [
    "College Board",
    "Common App",
    "DOE OCR",
    "Harvard admissions litigation",
    "Florida OIR",
    "Citizens Property",
    "Universal Property"
  ]
}

MIRROR TRAP (regulatory insight)
Legacy preference algorithms in discovery — universities cannot produce decision audit from 2019 cycle. · 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": "Title VI",
    "body": "Disparate impact in admissions AI \u2014 OCR investigation pattern established.",
    "source": "vertical"
  },
  {
    "title": "FERPA + AI",
    "body": "Student records in training data \u2014 receipt proves what model saw at decision time.",
    "source": "vertical"
  },
  {
    "title": "EU students",
    "body": "Annex III high-risk for EU university admissions \u2014 US schools recruiting EU students hit both.",
    "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: 4,000+ US colleges · admissions AI under Title VI scrutiny
INSURANCE LINES: Institutional liability, E&O

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