tech_data · EU AI Act Article 10 · FTC AI guidance · KISA AI Guidelines
Model Collapse / Verified Data
Model collapse from synthetic data — prove training data provenance or copyright defeat
—KISA AI guidelines + PIPA
Regulatory exposure — commonly overlooked:
Model trained on AI-generated data — vendor owns collapse risk, deployer owns downstream harm. · Korea AI Basic Act emerging — early movers on receipt infrastructure win Samsung/LG supply chain.
TAM / Exposure
Foundation model training · copyright litigation $10B+ exposure
Insurance lines
IP defense · E&O · D&O
Exhibit authority
Korea AI Basic Act Pack — Training Data Provenance + Collapse Detection Pack
Global leaders
OpenAI · Anthropic · EU Commission · NYT v OpenAI · Authors Guild · KISA · Samsung · Naver
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.
[South Korea] Chip + AI
Samsung, SK Hynix AI in manufacturing — safety-critical receipt requirements.
[South Korea] K-pop platform AI
Content moderation AI for global platforms headquartered in KR.
[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 →