Data Architecture · Quantitative Systems · Analytics
Building systems that turn data into decisions
Production systems for cryptocurrency analytics, automated trading, and macro-economic sentiment analysis. Live data, real infrastructure, operated 24/7.
→ Explore SystemsCritical examinations of statistical methods and software engineering. When textbook theory meets production reality.
→ Read ArticlesConsulting for data infrastructure, quantitative systems, and Linux-first architecture. Enterprise experience, independent agility.
→ Learn MoreEvery proprietary dependency is a future rewrite. Why open source first is an infrastructure decision, not an ideology — and why exit cost is the system property nobody designs but everyone eventually pays for.
A deterministic framework for probabilistic software synthesis. How to impose structural constraints on AI-generated code — treating context as a "soft type system."
Cloud platform commitment is the largest architectural decision most teams make, and the one most often made invisibly. Why "best service for the job" produces a system whose exit cost the vendor sets.
PCA is a linear algebra operation, not a magic wand. It finds directions of maximum variance — but variance isn't signal. When financial data violates every assumption PCA makes, "90% explained variance" might mean you've captured 90% of the noise.
AI makes custom tooling accessible to anyone who understands the underlying systems. The value of knowing how things work keeps going up, not down.