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Your AI coding agent is only as good as the codebase you give it
I’ve spent nearly 15 years building production systems — portfolio management, research and quant systems, enterprise financial technology across multiple geographies. The last three of those years have been with AI coding agents as a core part of the workflow. In that time I’ve seen the same pattern play out repeatedly: agents perform brilliantly on new projects and fall apart on large legacy ones. People blame the model. Usually they’re wrong.
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From Weekend Coding to Context Engineering: A Professional Development Journey
Why I Haven’t Written in a While In my last post about Home Lab, I promised a Part 2 covering agent swarms, automation workflows, and exposing services to the internet. That was back when I was doing hobby coding with Cursor, experimenting with prompt engineering, and exploring AI possibilities in my spare time.
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How and why did I start a blog?
The Reason For years it has always been on my mind to put some thoughts on ‘paper’ and start a blog.
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