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title: README
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short_description: Synthetic UHNWI datasets for AI training and compliance.
Sovereign Forger
Mathematically forged synthetic UHNWI profiles for AI training, compliance testing, and wealth management platforms.
We generate synthetic ultra-high-net-worth individual (UHNWI) profiles from raw mathematics — not anonymized from real data. Every record contains 19 interlocked fields with guaranteed balance sheet integrity.
How It Works
| Stage | Name | Description |
|---|---|---|
| 01 | Math First | Net worth, assets, and liabilities computed via Pareto distributions and algebraic constraints. Zero AI. |
| 02 | AI Enrichment | A local offline LLM adds biography, profession, philanthropy. Never the numbers. |
| 03 | Certified Delivery | Integrity tests on every record. Certificate of Sovereign Origin included. |
Key Properties
- Balance sheet integrity: Assets − Liabilities = Net Worth on 100% of records
- Asset decomposition: Property + Core Equity + Cash Liquidity = Total Assets on 100% of records
- Zero PII: Synthetic from the first byte. No real person exists behind any record.
- Offline generation: Entire pipeline runs on dedicated local hardware. No cloud dependencies.
Six Global Wealth Niches
Silicon Valley · Old Money Europe · Middle East · LatAm Barons · Pacific Rim · Swiss-Singapore