tech_data · EU AI Act Article 10 · FTC AI guidance · FL HB 919
Model Collapse / Verified Data
Model collapse from synthetic data — prove training data provenance or copyright defeat
—FL HB 919 AI disclosure + property insurance crisis
Regulatory exposure — commonly overlooked:
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.
TAM / Exposure
Foundation model training · copyright litigation $10B+ exposure
Insurance lines
IP defense · E&O · D&O
Exhibit authority
Florida OIR AI Pack — Training Data Provenance + Collapse Detection Pack
Global leaders
OpenAI · Anthropic · EU Commission · NYT v OpenAI · Authors Guild · Florida OIR · Citizens Property · Universal Property
NYT litigation
Prove what data model saw — receipt at training decision point.
Art 10 EU
Training data governance mandatory — provenance receipt satisfies documentation.
Quality degradation
Collapse detection requires baseline receipt — compare model version decisions.
[Florida] Hurricane claims AI
Post-Idalia/Ian claims AI scrutiny — bad faith with AI lowball estimate.
[Florida] Surplus lines
Florida largest homeowners market collapse — AI underwriting receipt mandatory for OIR exam.
[Text / Chat] Modality hook
Baseline — all frameworks apply to text decisions.
7 mandate layers (live)
Regulatory ClockCountdown to operative regulatory deadline — NAIC adoption, GSE mandate, EU transposition.Open →
Domain ClassifierIndustry-specific SAFE/CRISIS/VIOLATION with regulatory framework mapping.Open →
Exhibit / Filing PackRegulator-ready external validation — NAIC Exhibit D, Fannie QC, EU FRIA, FDA Part 11.Open →
Mandate RegistryEnroll deployers/insureds under vertical-specific governance mandate.Open →