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I may not be understanding you correctly, so please let me know if I've gotten it wrong.

Some of the stuff you're talking about -- like brackets and terminators -- make explicit the syntax and greatly improve tooling. Usually editors have features that can add these in or you. But in some cases something is obvious to you, but is really one valid choice among many and the tooling can't read your mind without something like a design doc to guide its decisions.

For others -- like whether to use a HashSet or Dictionary or Tuple -- those have performance implications and it's not always clear in the abstract when to use one or the other. But for explicit languages like Java (and I would assume C#) you should be able to refactor a method call to take a different type. Then you just have to change one method and refactor all the calls to it.

I've been experimenting with the pro Gemini and ChatGPT o1. They're both really bad at coding Python and JavaScript. They write buggy code and will often introduce bugs when attempting to fix another. Both feel like they're rushing to answer instead of thinking about the requirements. I'd say we're still a bit away from having tools that can "read your mind" or understand what matters to you and what doesn't the way you'd (or we'd) like them to.

Potentially even worse: consider the data we're training on. These tools will be adopting the thought patterns of the average coder since most code is produced by average and below average coders. Even if we trained the tools only on the highest quality code, it's not clear that most coders would know how to prompt it correctly. So I think if you've been coding for 10-20 years chances are decent that you'll always be a little disappointed with the tooling if you're expecting instant wizardry.

That said, non-AI static analysis tools have been great for a while and will get even better. Adding AI to them will improve them further. So I think you can have a great experience if you're thinking of the tools as helping you be an artist rather than as an artist you can give a spec to and get back a decent result.

EDIT: It might be fun to experiment with telling the AI what you want your editor to do more of and asking the AI to help you configure it. There's a lot of non-AI tooling in plugins. Getting an LLM to help you pick the right plugins for your lifestyle may be the best bang for your buck.




Yeah I've also been playing with ChatGPT etc. and sometimes they can produce great code, or at least get you up to speed a lot faster. As long as you ask them questions about well known problems they're great, but break down after that. But they're definitely going to play more and more of a role going forward.

What I really want to explore (and where I think there might be some big room for improvement) are around how we represent and visualize both code and data, as well as how we interact with it. Full visual programming has often been tried before and while it works fine for a while it begins to break down once projects become more complicated.

I instead want to explore some alternate text based options where we use the visual aspect as an assistant, whether by grouping or collating blocks that we're working on, changes that needs to be made and so forth.


I'm mildly skeptical of visual programming because code generally won't be a planar graph and it's rarely useful to visualize a complicated enough graph. You can try to embed the graph in hyperbolic space, but I'm not sure how much you get out of it. For example of visualizing a graph where it's not clear what's going on: https://cambridge-intelligence.com/wp-content/uploads/2021/0...

Coding is a logic/language type activity that uses the language parts of your brain. Visualization can help see that certain relationships are true (e.g. visualizing the graph of a function), but I think the fundamental bottleneck we're dealing with here the inadequacies of the visual regions of the brain to do logic, not a lack of AI tooling.

I'd be happy to have my mind changed though.

EDIT: Although, an AI version of something like Chernoff Faces for visualizing data would be cool.




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