Mission Statement

The Problem

Demographic statistics and interpretations are the most glaring absence in OSINT. Demography is beset with statistical failings, guesswork and deliberate obfuscation.

The Solution

• 01Consolidation of existing high-quality demographic data into a single, accessible database.
• 02Superimposition of demographic data and interpretation on socio-economic analysis.
• 03Fine-tuning open source AI models on consolidated demographic data and interpretation scaffold.

How?

With powerful models finetuned on massive real time databases of social, economic demographic fundamentals, we bring the frontier engineering to analysis.

We are strongly committed to open source AI as the cornerstone of community-driven, responsible and productive research. Our principal model drivers are DeepSeek v3/R1 and Gemma 3.

We draw our data from the most respected sources including the United Nations, World Bank, International Monetary Fund and the World Trade Organization, and support their effort to develop Model Context Protocols.

Objectives

• 01Provide longtermist quantitative analysis of social and economic trends
• 02Support the intersection of social and economic analysis and open source machine learning engineering
• 03Support international multilateral institutions and governments to develop Model Context Protocols