Agent

Your AI coding agent is only as good as the codebase you give it

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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