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?

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.

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

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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.

in structures, such as:

plus(a, b) for(i, 1, x, […])

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NOT DATA … BUT MEANING!

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

a b i 1 x []

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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”.

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

If you are a programmer using an AI LLM to help you code, are you finding it speeding you up or slowing you down? What impact has it had on your programming?

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