What are your thoughts on a future where code is represented as a structured model, rather than text? Do you think that AI-powered coding assistants benefit from that?

Last Updated: 02.07.2025 01:00

What are your thoughts on a future where code is represented as a structured model, rather than text? Do you think that AI-powered coding assistants benefit from that?

Another canonical form could be Lisp S-expressions, etc.

i.e. “operator like things” at the nodes …

a b i 1 x []

Angelina Jolie And Brad Pitt’s Daughter Shiloh Reintroduces Herself With New Name - HuffPost

First, it’s worth noting that the “syntax recognition” phase of most compilers already does build a “structured model”, often in what used to be called a “canonical form” (an example of this might be a “pseudo-function tree” where every elementary process description is put into the same form — so both “a + b” and “for i := 1 to x do […]” are rendered as

A slogan that might help you get past the current fads is:

/ \ and ⁄ / | \

Scientists Uncover Hundreds New Giant Viruses That May Be Quietly Threatening Ocean Life - Indian Defence Review

plus(a, b) for(i, 1, x, […])

Most coding assistants — with or without “modern “AI” — also do reasoning and manipulation of structures.

These structures are made precisely to allow programs to “reason” about some parts of lower level meaning, and in many cases to rearrange the structure to preserve meaning but to make the eventual code that is generated more efficient.

Get ready for June’s strawberry moon - WTOP

in structures, such as:

NOT DATA … BUT MEANING!

Long ago in the 50s this was even thought of as a kind of “AI” and this association persisted into the 60s. Several Turing Awards were given for progress on this kind of “machine reasoning”.

Why do flat Earthers exist? Why can’t I see the Sun at night? Is it because Earth is not flat?

It’s important to realize that “modern “AI” doesn’t understand human level meanings any better today (in many cases: worse!). So it is not going to be able to serve as much of a helper in a general coding assistant.

+ for