Favour Eyayomo

I have been using automated coding assistants for rapid prototyping over the past few weeks, and while it speeds up building initial ui screens tremendously, it also generates a lot of redundant utility classes and messy state logic.

every time i clean up the code manually, i wonder if there is a better prompt pattern or workflow to force cleaner output from the start.

for those building full products with ai tools, how do you prevent your repository from becoming an unmaintainable nightmare after a few weeks of fast iteration?

I've been using Claude Code and Codex for product design and prototyping work, and lately I've been paying more attention to how quickly tokens get used up in both.

I often go back and forth on UI changes within the same conversation. As the work continues, the context gets longer, and I'm trying to find a more efficient way to manage it.

I've been looking into whether MCP tools or different workflows could help reduce token usage, but I'm not sure what actually makes the biggest difference.

I'm also curious if anyone here uses Claude Code and Codex together.

Thanks to everyone who looked at AC Bridge on launch day. There is now a 66-second film showing what it does: https://youtu.be/amOOikdoy7Y

AC Bridge turns the smart lights you already own into status lights for Claude Code and Codex. The trial is 7 days with no card needed, then 2.99 a month.

Which agent state would you map to a light first?