Thanks for the tasty example 
Again:
You’re describing the output, I’m analysing the interaction dynamics that lead there 
The cake metaphor atually highlights my core point in this thread:
It simplifies, but combined with unmarked ambiguity it hides mechanism rather than clarifying them.
The result is:
- increasing variance, due to underspecified concepts
- increasing bias, due to a anthropocentric framing
I’m less concerned with finished cake than with why and how it gets baked in the first place 
Related analysis of bias-variance distortion can be found in my RLHF topic.