[cranium]

Places where I got the most out of coding agents are:

- breaking through the analysis paralysis by creating the skeleton of a feature that I then rework (UI work is a good example)

- aggressive dev tooling for productivity on early stage projects, where the CI/CD pipeline is lacking and/or tools are clumsy. (Related XKCD: https://xkcd.com/1205/)

Otherwise, I find most of my time is understanding the client requirements and making sure they don't want conflicting features – both of which are difficult to speedup with AI. Coding is actually the easy part and even if it was sped up 100x a consistent end-to-end improvement of 2x would be a big win (see Amdahl's law).