Tags: min

I just described prototype code as code to be thrown away. On that topic…

I’ve been observing how people are programming with large language models and I’ve seen a few trends.

The first thing that just about everyone agrees on is that the code produced by a generative tool is not fit for public consumption. At least not straight away. It definitely needs to be checked and tested. If you enjoy debugging and doing code reviews, this might be right up your street.

The other option is to not use these tools for production code at all. Instead use them for throwaway code. That could be prototyping. But it could also be the code for those annoying admin tasks that you don’t do very often.

Take content migration. Say you need to grab a data dump, do some operations on the data to transform it in some way, and then pipe the results into a new content management system.

That’s almost certainly something you’d want to automate with bespoke code. Once the content migration is done, the code can be thrown away.

Read Matt’s account of coding up his Braggoscope. The code needed to spider a thousand web pages, extract data from those pages, find similarities, and output the newly-structured data in a different format.

I’ve noticed that these are just the kind of tasks that large language models are pretty good at. In effect you’re training the tool on your own very specific data and getting it to do your drudge work for you.

To me, it feels right that the usefulness happens on your own machine. You don’t put the machine-generated code in front of other humans.

I’ve already written about how much I enjoyed hosting Leading Design San Francisco last week.

All the speakers were terrific. Lola’s talk was particularly …um, interesting:

In this talk, Lola will share her adventures in the world of blockchain, the hostility she experienced in her first go-round in 2018, and why she’s chosen to head back to a technology that is going through its largest reputational and social crisis to date.

Wait …I was supposed to stand on stage and introduce a talk that was (at least partly) about blockchain? I have opinions.

As it turned out, Lola warned me that I’d be making an appearance in her talk. She was going to quote that blog post. Before the talk, I asked her how obnoxious I could be about blockchain in her intro. She told me to bring it.

So in the introduction, I deployed all the sarcasm I had in me and said:

Listen, we designers have a tendency to be over-critical of things sometimes. There are all these ideas that we dismiss: phrenology, homeopathy, flat-earthism …blockchain. Haters gonna hate.

I remember somebody asking online a while back, “Why the hate for web3?” And someone I know responded by saying “We hate it because we understand it.” I think there’s a lot of truth to that.

But look, just because blockchains are powering crypto ponzi schemes and N F fucking Ts, it’s worth remembering that it’s also simply a technology. It’s a technological solution in search of a problem.

To be fair, it’s still early days. After all, it’s only been over a decade now.

It’s like the law of instrument says; when all you have is a hammer, everything looks like a nail. Blockchain is like that. Except the hammer is also made of glass.

Anyway, Lola is going to defend the indefensible and talk about blockchain. One thing to keep in mind is this: remember when everyone was talking about “The Cloud”? And then it turned out that you could substitute the phrase “someone else’s server” for “The Cloud?” Well, every time you hear Lola say the word “blockchain”, I’d like you to mentally substitute the phrase “multiple copies of a spreadsheet.”

Please give an open mind and a warm welcome to Lola Oyelayo Pearson!

I got some laughs. I also got lots of gasps and pearl-clutching, as though I were saying something taboo. Welcome to San Francisco.

Lola gave as good as she got. I got a roasting in her talk.

And just to clarify, Lola and I are friends—this was a consensual smackdown.

There was a very serious point to Lola’s talk. Cryptobollocks and other blockchain-powered schemes have historically been very bro-y, and exploitative of non-bro communities. Lola wants to fight that trend.

I get it. But it reminds me a bit of the justifications you hear from people who go to work at Facebook claiming that they can do more good from the inside. Whatever helps you sleep at night.

The crux of Lola’s belief is this: blockchain technology is inevitable, therefore it is uncumbent on us as ethical designers to ensure that the technology is deployed in a way that empowers people instead of exploiting them.

But I take issue with the premise. Blockchain technology is not inevitable. That’s the worst kind of technological determinism. It’s defeatist. It’s a depressing view of “progress” driven not by people, but by technological forces beyond our control.

I refuse to accept that anti-humanist deterministic view.

In any case, for technological determinism to have any validity, there needs to be something to it. At least virtual reality and machine learning are based on some actual technologies. In the case of cryptobollocks, there is no there there. There is nothing except the hype, which is why you’ll see blockchain enthusiasts trying to ride the coattails of trending technologies in a logical fallacy that goes something like this:

1. There are technologies that will be really big in the future,
2. blockchain is a technology, therefore
3. blockchain will be really big in the future.

Blockchain is bullshit. It isn’t even very clever bullshit. And it certainly isn’t inevitable.

I’ve mentioned before that I’m not a fan of initialisms and acronyms. They can be exclusionary.

It bothers me doubly when everyone is talking about AI.

First of all, the term is so vague as to be meaningless. Sometimes—though rarely—AI refers to general artificial intelligence. Sometimes AI refers to machine learning. Sometimes AI refers to large language models. Sometimes AI refers to a series of if/else statements. That’s quite a spectrum of meaning.

Secondly, there’s the assumption that everyone understands the abbreviation. I guess that’s generally a safe assumption, but sometimes AI could refer to something other than artificial intelligence.

In countries with plenty of pastoral agriculture, if someone works in AI, it usually means they’re going from farm to farm either extracting or injecting animal semen. AI stands for artificial insemination.

I think that abbreviation might work better for the kind of things currently described as using AI.

We were discussing this hot topic at work recently. Is AI coming for our jobs? The consensus was maybe, but only the parts of our jobs that we’re more than happy to have automated. Like summarising some some findings. Or perhaps as a kind of lorem ipsum generator. Or for just getting the ball rolling with a design direction. As Terence puts it:

Midjourney is great for a first draft. If, like me, you struggle to give shape to your ideas then it is nothing short of magic. It gets you through the first 90% of the hard work. It’s then up to you to refine things.

That’s pretty much the conclusion we came to in our discussion at Clearleft. There’s no way that we’d use this technology to generate outputs for clients, but we certainly might use it to generate inputs. It’s like how we’d do a quick round of sketching to get a bunch of different ideas out into the open. Terence is spot on when he says:

Midjourney lets me quickly be wrong in an interesting direction.

To put it another way, using a large language model could be a way of artificially injecting some seeds of ideas. Artificial insemination.

So now when I hear people talk about using AI to create images or articles, I don’t get frustrated. Instead I think, “Using artificial insemination to create images or articles? Yes, that sounds about right.”

I’ve always liked the idea that your website can be your API. Like, you’ve already got URLs to identify resources, so why not make that URL structure predictable and those resources parsable?

That’s why the (read-only) API for The Session doesn’t live at a separate subdomain. It uses the same URL structure as the regular site, but you can request the resources in an alternative format: JSON, XML, RSS.

This works out pretty well, mostly because I put a lot of thought into the URL structure of the site. I’m something of a URL fetishist, but I think that taking a URL-first approach to information architecture can be a good exercise.

Most of the resources on The Session involve nouns like tunes, events, discussions, and so on. There’s a consistent and predictable structure to the URLs for those sections:

• /things
• /things/new
• /things/search

And then an idividual item can be found at:

• things/ID

That’s all nice and predictable and the naming of the URLs matches what you’d expect to find:

• tunes
• tunes/new
• tunes/search?q=Ireland
• tunes/320

Tunes, events, discussions, sessions. Those are all fine. But there’s one section of the site that has this root URL:

/recordings

When I was coming up with the URL structure twenty years ago, it was clear what you’d find there: track listings for albums of music. No one would’ve expected to find actual recordings of music available to listen to on-demand. The bandwidth constraints and technical limitations of the time made that clear.

Two decades on, the situation has changed. Now someone new to the site might well expect to hit a link called “recordings” and expect to hear actual recordings of music.

So I should probably change the label on the link. I don’t think “albums” is quite right—what even is an album any more? The word “discography” is probably the most appropriate label.

Here’s my dilemma: if I update the label, should I also update the URL structure?

Right now, the section of the site with /tunes URLs is labelled “tunes”. The section of the site with /events URLs is labelled “events”. Currently the section of the site with /recordings URLs is labelled “recordings”, but may soon be labelled “discography”.

If you click on “tunes”, you end up at /tunes. But if you click on “discography”, you end up at /recordings.

Is that okay? Am I the only one that would be bothered by that?

I could update the URLs to match the labelling (with redirects for the old URLs, of course), but I’m not so keen on this URL structure:

• /discography
• /discography/new
• /discography/search
• /discography/ID

It doesn’t seem as tidy as:

• /recordings
• /recordings/new
• /recordings/search
• /recordings/ID

But if I don’t update the URLs to match the label, then I’m just going to have to live with the mismatch.

I’m just thinking out loud here. I think I should definitely update the label. I just won’t make any decision on changing URLs for a while yet.