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Yeah, Ralph smells like a fresh rebranding of YOLO.

With YOLO on full-auto, you can give a wrapping rule/prompt that says more or less: "Given what I asked you to do as indicated in the TODO.md file, keep going until you are done, expanding and checking off the items, no matter what that means -- fix bugs, check work, expand the TODO. You are to complete the entire project correctly and fully yourself by looping and filling in what is missing or could be improved, until you find it is all completely done. Do not ask me anything, just do it with good judgement and iterating."

Which is simultaneously:

  1. an effective way to spend tokens prodigiously
  2. an excellent way to to get something working 90% of the way there with minimal effort, if you already set it up for success and the anticipatable outcomes are within acceptable parameters
  3. a most excellent way to test how far fully autonomous development can go -- in particular, to test how the "rest of" one's configuration/scaffolding/setup is, for such "auto builds"
Setting aside origin stories, honestly it's very hard to tell if Ralph and full-auto-YOLO before it are tightly coupled to some kind of "guerilla marketing" effort (or whatever that's called these days), or really are organic phenomen. It almost doesn't matter.

The whole idea with auto-YOLO and Ralph seems to be you loop a lot and see what you can get. Very low effort, surprisingly good results. Just minor variations on branding and implementation.

Either way, in my experience, auto-YOLO can actually work pretty well. 2025 proved to be cool in that regard.



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