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README.md

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 title: README
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 short_description: Synthetic UHNWI datasets for AI training and compliance.
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-Edit this `README.md` markdown file to author your organization card.
+# 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 18 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
+
+## Links
+
+- 🌐 [sovereignforger.com](https://sovereignforger.com)
+- 📊 [Free 100-record sample](https://sovereignforger.com/sample/?ref=huggingface)
+- 📖 [Protocol & methodology](https://sovereignforger.com/protocol)
+- 🛒 [Full dataset registry](https://sovereignforger.com/registry)