VELARU GALACTIC EXHIBIT PACK — MODEL COLLAPSE / VERIFIED DATA
Jurisdiction: Florida (us_fl)
Modality: Text / Chat
Program: Velaru Model Collapse / Verified Data · Florida (galactic_model_collapse_us_fl)
Product ID: model_collapse:us_fl:bundle:text
Vertical: model_collapse
Generated: 2026-08-18T15:40:58.619255Z
Authority: Florida OIR AI Pack — Training Data Provenance + Collapse Detection Pack
Deadline: FL HB 919 AI disclosure + property insurance crisis
Velaru verify: https://velaru-erra.onrender.com/verify

EXHIBIT A — AI INVENTORY
[]

EXHIBIT B — GOVERNANCE FRAMEWORK
{
  "framework": "Velaru Mandate Registry \u2014 Model Collapse / Verified Data",
  "exhibit_authority": "Florida OIR AI Pack \u2014 Training Data Provenance + Collapse Detection Pack",
  "regulatory_frameworks": [
    "EU AI Act Article 10",
    "FTC AI guidance",
    "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": "ingest training data",
  "third_party_verification": "https://velaru-erra.onrender.com/verify (operator-independent)",
  "data_lineage": "Hash-chained Ed25519 receipts; optional RFC3161 + external anchor",
  "mirror_trap": "Model trained on AI-generated data \u2014 vendor owns collapse risk, deployer owns downstream harm. \u00b7 Florida property insurers using AI for claims while Citizens backs up market \u2014 AI claim denial = political lightning rod.",
  "chain_integrity": {
    "depth": 3,
    "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": "Model collapse from synthetic data \u2014 prove training data provenance or copyright defeat",
  "global_leaders_addressed": [
    "OpenAI",
    "Anthropic",
    "EU Commission",
    "NYT v OpenAI",
    "Authors Guild",
    "Florida OIR",
    "Citizens Property",
    "Universal Property"
  ]
}

MIRROR TRAP (regulatory insight)
Model trained on AI-generated data — vendor owns collapse risk, deployer owns downstream harm. · 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": "NYT litigation",
    "body": "Prove what data model saw \u2014 receipt at training decision point.",
    "source": "vertical"
  },
  {
    "title": "Art 10 EU",
    "body": "Training data governance mandatory \u2014 provenance receipt satisfies documentation.",
    "source": "vertical"
  },
  {
    "title": "Quality degradation",
    "body": "Collapse detection requires baseline receipt \u2014 compare model version decisions.",
    "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": 0,
  "compliant": 0,
  "grace_period": 0,
  "non_compliant": 0,
  "expired": 0,
  "not_enrolled": 0,
  "compliant_pct": 0.0
}

TAM / EXPOSURE: Foundation model training · copyright litigation $10B+ exposure
INSURANCE LINES: IP defense, E&O, D&O

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