Keep the math intact.
Research carries assumptions, tolerances, and edge cases. The implementation should carry them too.
Founder · Engineer · Systems builder
I'm the founder of MorphIQ Labs, where we run a research-to-runtime program: methods that are correct on paper, kept correct in production. Quantitative finance is where we prove it.
Present work
My current focus is MorphIQ Labs: original research, papers, and canonical methods translated into proof-gated, benchmarked Rust infrastructure—and then assembled into products for options research and trade workflows.
The program is not specific to markets. It applies wherever a result has to survive contact with a running system, and where assumptions, tolerances, and edge cases have to hold under real time and real load. Quantitative finance is the least forgiving place to run it, which is why we prove it there first.
We build AI-first, which makes the engineering program more important, not less. Human- and machine-written work passes the same reference checks, proof boundaries, and performance floors before it ships.
Current portfolio
A few canonical routes into what I'm building. The detailed technical and product stories live with the work itself.
An AI-first, research-to-runtime organization that turns published methods into production systems under explicit correctness and performance gates.
Reusable engines for matching, signals, pricing and risk, spread analytics, market data, and deterministic replay.
A replayable runtime that assembles quantitative primitives into journaled workflows with explicit time and reconstructible state.
Focused tools for discovering opportunities, structuring and tracking trades, same-day risk, and professional controls.
Working standards
Research carries assumptions, tolerances, and edge cases. The implementation should carry them too.
Important outputs should retain enough time, state, and provenance to explain how they came to be.
Latency belongs in the specification alongside correctness, auditability, and repeatability.
A direct line