It's actually often impossible to dumb something down without inaccuracies. I'm always drawn to the metaphor of resolution in an image. If I want to simplify an image by reducing its resolution, I'll have 4 pixels at a time that I need to decide how to represent with 1. Whatever solution I do will ultimately result in an image that is technically a less correct version that the original image.
If I start a class by saying "computer code will run line by line on your processor, one instruction set at a time" this might be a useful way to get someone familiar with writing code. If someone raises their hand and says "well don't CPUs perform optimizations to try to do branch predictions other optimizations so that it doesn't execute exactly as written, and isn't some code able to run on GPUs, and can't cosmic rays cause bit flips in memory so that your code doesn't execute exactly as written, and..." Sure, but I'm teaching you a wrong thing because it's functionally right at this resolution.