Chat is a bad UI pattern for development tools

I'm going to take a contrarian view and say it's actually a good UI, but it's all about how you approach it.

I just finished a small project where I used o3-mini and o3-mini-high to generate most of the code. I averaged around 200 lines of code an hour, including the business logic and unit tests. Total was around 2200 lines. So, not a big project, but not a throw away script. The code was perfectly fine for what we needed. This is the third time I've done this, and each time I get faster and better at it.

1. I find a "pair programming" mentality is key. I focus on the high-level code, and let the model focus on the lower level code. I code review all the code, and provide feedback. Blindly accepting the code is a terrible approach.

2. Generating unit tests is critical. After I like the gist of some code, I ask for some smoke tests. Again, peer review the code and adjust as needed.

3. Be liberal with starting a new chat: the models can get easily confused with longer context windows. If you start to see things go sideways, start over.

4. Give it code examples. Don't prompt with English only.

FWIW, o3-mini was the best model I've seen so far; Sonnet 3.5 New is a close second.

I guess the things I don't like about Chat are the same things I don't like about pair (or team) programming. I've always thought of programming as a solitary activity. You visualize the data structures, algorithms, data paths, calling flow and stack, and so on, in your mind, with very high throughput "discussions" happening entirely in your brain. Your brain is high bandwidth, low latency. Effortlessly and instantly move things around and visualize them. Figure everything out. Finally, when it's correct, you send it to the slow output device (your fingers).

The minute you have to discuss those things with someone else, your bandwidth decreases by orders of magnitude and now you have to put words to these things and describe them, and physically type them in or vocalize them. Then your counterpart has to input them through his eyes and ears, process that, and re-output his thoughts to you. Slow, slow, slow, and prone to error and specificity problems as you translate technical concepts to English and back.

Chat as a UX interface is similarly slow and poorly specific. It has all the shortcomings of discussing your idea with a human and really no upside besides the dictionary-like recall.

I would argue that is a feature of pair programming, not a bug. By forcing you to use the slower I/O parts of your brain (and that of your partner) the process becomes more deliberate, allowing you to catch edge cases, bad design patterns, and would-be bugs before even putting pen to paper so to speak. Not to mention that it immediately reduces the bus factor by having two people with a good understanding of the code.

I’m not saying pair programming is a silver bullet, and I tend to agree that working on your own can be vastly more efficient. I do however think that it’s a very useful tool for critical functionality and hard problems and shouldn’t be dismissed.

I guess it depends on a person. My experience is close to that of 'ryandrake.

I've been coding long enough to notice there are times where the problem is complex and unclear enough that my own thought process will turn into pair programming with myself, literally chatting with myself in a text file; this process has the bandwidth and latency on the same order as talking to another person, so I might just as well do that and get the benefit of an independent perspective.

The above is really more of a design-level discussion. However, there are other times - precisely those times that pair programming is meant for - when the problem is clear enough I can immerse myself in it. Using the slow I/O mode, being deliberate is exactly the opposite of what I need then. By moving alone and focused, keeping my thoughts below the level of words, I can explore the problem space much further, rapidly proposing a solution, feeling it out, proposing another, comparing, deciding on a direction, noticing edge cases and bad design up front and dealing with them, all in a rapid feedback loop with test. Pair programming in this scenario would truly force me to "use the slower I/O parts of your brain", in that exact sense: it's like splitting a highly-optimized in-memory data processing pipeline in two, and making the halves communicate over IPC. With JSON.

As for bus factor, I find the argument bogus anyway. For that to work, pair programming would've to be executed with the same partner or small group of partners, preferably working on the same or related code modules, daily, over the course of weeks at least - otherwise neither them nor I are going to have enough exposure to understand what the other is working on. But it's not how pair programming worked when I've experienced it.

It's a problem with code reviews, too: if your project has depth[0], I won't really understand the whole context of what you're doing, and you won't understand the context of my work, so our reviews of each others' code will quickly degenerate to spotting typos, style violations, and peculiar design choices; neither of us will have time or mental capacity to fully understand the changeset before "+2 LGTM"-ing it away.

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[0] - I don't know if there's a a better, established term for it. What I mean is depth vs. breadth in the project architecture. Example of depth: you have a main execution orchestrator, you have an external data system that handles integrations with a dozen different data storage systems, then you have math-heavy business logic on data, then you have RPC for integrating with GUI software developed by another team, then you have extensive configuration system, etc. - each of those areas is full of design and coding challenges that don't transfer to any other. Contrast that with an example of breadth: a typical webapp or mobile app, where 80% of the code is just some UI components and a hundred different screens, with very little unique or domain-specific logic. In those projects, developers are like free electrons in metal: they can pick any part of the project at any given moment and be equally productive working on it, because every part is basically the same as every other part. In those projects, I can see both pair programming and code reviews deliver on their promises in full.