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← Mandate Registry · 7 mandate layers · data_poisoning

tech_data · EU AI Act Article 10 · NIST AI RMF · ISO 42001

Data Poisoning / Supply Chain

Poisoned training data — prove data hash at ingestion or model compromise indefensible

IMDA AI Verify + Model AI Governance Framework
Regulatory exposure — commonly overlooked:
Enterprise fine-tunes on poisoned dataset — enterprise owns breach, data vendor owns ToS. · Singapore positions as AI hub — AI Verify program needs external validation partner architecture.

TAM / Exposure

Supply chain attacks on ML training · nation-state priority

Insurance lines

Cyber · E&O · Crime

Exhibit authority

Singapore MAS FEAT Pack — Data Integrity + Poisoning Detection Pack

Global leaders

CISA · NIST · Microsoft · Google · OpenAI · MAS · IMDA · DBS

SolarWinds parallel

AI supply chain compromise — receipt at data ingestion is detection point.

ISO 42001

AI management system requires data integrity controls — receipt satisfies control.

Incident response

CISA reporting — poisoned model decision receipt proves attack vector.

[Singapore] MAS financial

Singapore banking AI — MAS expects explainability for credit and trading.

[Singapore] ASEAN hub

Singapore receipts accepted as regional standard across ASEAN deployments.

[Text / Chat] Modality hook

Baseline — all frameworks apply to text decisions.

7 mandate layers (live)

Regulatory Clock Countdown to operative regulatory deadline — NAIC adoption, GSE mandate, EU transposition. Open →
Domain Classifier Industry-specific SAFE/CRISIS/VIOLATION with regulatory framework mapping. Open →
Exhibit / Filing Pack Regulator-ready external validation — NAIC Exhibit D, Fannie QC, EU FRIA, FDA Part 11. Open →
Mandate Registry Enroll deployers/insureds under vertical-specific governance mandate. Open →
Bind / Action Gate ALLOW/BLOCK before consequential action — bind policy, sell loan, deactivate worker. Open →
Compliance Certificate Deployer-facing downloadable cert — forward to counsel, auditor, regulator. Open →
Actuarial / Risk Feed Anonymized asymmetry signals for pricing, reserving, reinsurance correlation. Open →
Run data_poisoning demo Regulatory calendar Download exhibit pack Verify independently