---
title: README
emoji: 🔷
colorFrom: blue
colorTo: gray
sdk: static
pinned: false
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

## 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)