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Writing & Thinking
After shipping systems, I document how they work. I write about architecture, engineering trade-offs, and the mental models that help turn complexity into clear decisions.
- How I turned a stats dashboard into a research platform: pure strategies, point-in-time features, S3 and Parquet, DuckDB, and an odds-aware EV layer, so I can ask whether an idea would have worked, not just what the numbers look like.
- Using a trading intelligence platform project to sharpen backend architecture, automation, testing, and system design skills.
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- Reflecting on the trials and tribulations of building in public and what it is really teaching me.
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Featured Systems
A selection of real-world systems and applications I've built, with a focus on scalability, reliability, and measurable outcomes.


