We are currently researching automating a lot of the 'specs -> design -> code' pipeline with AI cloud agents.

Basically, we make new tasks in Notion that are shaped by a human through a /shaping skill, that then gets picked up by an AI Agent doing a design prototype with our design system and all that.

Here we add a designer/ux/pm/dev to see if the results are good enough, and then it gets send of to AI cloud agents again to build the entire thing into our codebase.

After build a PR is created that is reviewed, and of course re-triggered with prompt if not good enough or merged.

We are trying to get the design into Figma, since we are ending up doing a lot of iterations here to make the UX and UI fit better.

Also the /shaping skill feels very crucial in all of this. It needs to be really spot on and specific.

Any have experience with this orchestration or pipeline?

So far the idea it is for more "simple tasks", and larger tasks designers/uxers take directly before ai agents go in.