We build production AI systems
Full-stack quant infrastructure for institutions — knowledge graphs, agent orchestration, and auditable execution. From climate early-warning to multi-agent trading systems.
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HazardGraph
Food security early warning system
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GraphAlpha
Autonomous multi-agent trading
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Lex Kenya
GraphRAG legal intelligence
Learn quant finance by doing
Every article pairs rigorous mathematics with a runnable Python notebook. Start from correlation, build the efficient frontier, and work your way to DeFi mechanics.
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EP01 — Why Correlation Matters More Than Returns→Selected Work
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Three of the production systems we've built — one line each.
Latest Research
From the quant desk
Why Correlation Matters More Than Returns
Adding a losing asset to your portfolio can make you more money. This is not intuition — it is mathematics. We derive the portfolio variance formula, build a correlation matrix from scratch in Python, and show why diversification fails exactly when you need it most.
The Efficient Frontier: The Only Free Lunch in Finance
Harry Markowitz won the Nobel Prize for a graph that fits on one page. The Efficient Frontier proves there is exactly one set of portfolios where you get maximum return for every level of risk. Every other portfolio is mathematically inferior.
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