When the Scale Changes: Moving into Institutional Finance

The job spec said “trading systems.” I assumed it would be similar to what I’d been doing — latency-focused, technically aggressive, small team, fast decisions. I was wrong on most counts, and right for reasons I didn’t expect. ...

January 6, 2016 · 4 min · MW

Five Years in High-Frequency Trading: What I Actually Learned

Five years ago I joined the electronic trading firm not knowing what a cache line was. I thought garbage collection was something that happened to other people’s code. I had never looked at assembly output from a Java program. I’d heard of the LMAX Disruptor but had no idea why it existed. By the time I left, I had opinions about CPU prefetchers. I had read the Intel 64 and IA-32 Architectures Software Developer’s Manual for fun. I could look at a flame graph and immediately see the GC pressure. I had shipped components processing a million messages per second with sub-millisecond p99 guarantees. Here’s what that environment actually teaches you. ...

November 12, 2015 · 6 min · MW

End-of-Year Architecture Review: What Held, What Failed, What Changed

Three years into building trading systems, the end of 2014 felt like a good moment to stop and audit what we’d built. Not a full rewrite assessment — more a structured reflection on which bets paid off, which didn’t, and what the data was telling us about where the gaps were. This kind of review is undervalued in fast-moving engineering organisations. You learn a lot from production behaviour over years that you can’t learn from design docs. ...

December 10, 2014 · 4 min · MW

Latency vs Throughput: The False Dichotomy I Learned the Hard Way

In my first performance review at the trading firm, I described a component I’d optimised as “high throughput.” My manager asked what the p99 latency was. I didn’t know. He asked what happened to latency during peak throughput. I didn’t know that either. The conversation went downhill from there. That exchange forced me to be precise about what I was actually optimising for — and why throughput and latency, while related, are fundamentally different properties. ...

September 25, 2012 · 5 min · MW
Available for consulting Distributed systems · Low-latency architecture · Go · LLM integration & RAG · Technical leadership
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