Building Real Trading Systems

Setting up an Ubuntu 24.04 EC2 instance for algorithmic trading with Interactive Brokers

Part 1
Posted on Fri 28 February 2025 | 6 min read

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This article walks through the steps of setting up a new EC2 instance for algorithmic trading using Ubuntu 24.04 and Interactive Brokers. Running trading algorithms on EC2 provides scalability, reliability, and cost efficiency and is suitable for both paper and live accounts.


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Interdependence of returns across multiple strategies

Part 2
Posted on Mon 03 March 2025 | 9 min read

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Many trading strategies show low correlations on paper, but that doesn't mean they're independent. In this article, we will explore the hidden risks in trading portfolios by understanding the interdependence of strategies and the limitations of correlation as a sole risk measure.


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How to Build Execution Systems for Crypto Trading at Scale

Part 3
Posted on Sun 12 October 2025 | 35 min read

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How do you execute $100M orders across 10+ crypto exchanges without moving the market? This deep-dive covers the infrastructure behind institutional trading systems: market data pipelines, smart order routing, execution quality metrics, and building for failure.


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