Background

About

QuantOps Architect. In the markets since 2004, building trading systems since 2007.

I build the systems quant desks run on, for prop firms, family offices and quant teams: research and backtesting, execution and order management, risk and reporting. One architect covers all of it, so there is no integration seam between teams.

I made my first trade in 2004 and have built production trading systems since 2007. I started as a prop desk trader, became a quant developer, and now design the frameworks funds run on. I designed the core framework that ran $40M+ of capital across multiple accounts, built execution infrastructure for a proprietary trading group, and run my own book on the same components. Designed and written by hand. AI-assisted development only since early 2026.

Timeline

  1. 2023 – 2026

    Swarm Investments LLC

    Sole quant developer and architect. Core trading framework, Hive© alpha research tooling and FIX execution on US futures via Trading Technologies.

  2. 2022 – now

    Low-latency execution

    My own framework for low-latency market-making and arbitrage: UberHF 1.0 in 2022, rewritten in pure C as UberHF 2.0 in 2023.

  3. 2018 – 2022

    TMQR: fund infrastructure

    Lead quant developer and architect. Core trading framework that ran $40M+ of capital across multiple accounts.

  4. 2016 – 2018

    Contract work

    Quantitative modelling, data science and Python for international clients.

  5. 2010 – 2016

    Independent systematic trader and quant developer

    Systematic trading on futures and options with my own and family capital. I still run my own book on the same stack I build desks from.

  6. 2006 – 2009

    Proprietary trading firms

    Three firms. Started as a junior trader and headed the algorithmic trading and arbitrage desk at the last one.

  7. 2004

    First trade

    Started trading as an economics student.

Education

Capabilities

Data science

Quantitative models for markets: time series, options chains, portfolio rebalancing, risk simulation.

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Trading

Market-neutral portfolios across futures, FX and options, with volatility-normalised sizing.

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Engineering

Python for research, C on the hot path, Linux all the way down.

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Full project list, including open source →

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