Tags: script

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Wednesday, July 15th, 2026

Image to text

At The Web You Want event in Amsterdam last month, Léonie gave an absolutely fantastic talk. You can now read the whole thing: Accessibility is resistance!

She makes the very good point that generative tools are a necessary accessibility recourse when humans have failed to do their job properly.

Images without alt text? Somebody messed up. But this is damage that can be routed around with large language models.

So if you—like me—don’t like the idea of people using extractive generative tools made by the worst kind of people, pay heed:

If you want to resist AI, make accessibility part of everything you do, every decision you make, every product you design and build. Remove the need for people to use AI to compensate, and remember, accessibility is resistance.

Also last month, I wrote about enhancing images from a carousel to masonry using CSS Grid Lanes. Here’s the context:

Over on The Session, I added a little enhancement to the events and sessions listings recently. I make a call to the Google Places API to see if I can find a match for the venue, and if I do, pull in some photos.

Sidenote: right now there’s a major issue with this. None of the photos come with text descriptions. This is something I need to fix, and I’ve got some ideas on how to do that.

I was one of those people with a website that doesn’t have alt text for images. I was one of those people not doing their job.

The first fix I put in place was very much in keeping with the ethos of The Session. I added a form so that any member of the site can edit the alt text of the images in the carousel/masonry layout.

The Session is quite WikiPedia-like. Anyone can edit the track listings in the discography. Anyone can edit the details of any tune. Anyone can edit the details of any session or event. So it made sense to add one more thing that anyone can edit.

With that functionality in place, I put out the call:

If everyone were to take just one or two sessions or events and add alt text to the photos, it would really, really help make the site more accessible.

The community went to work and did a pretty good job.

But there are a lot images. I’d like to have a least some kind of alt text for all of them, even if it’s just a placeholder until someone gets around to adding something better.

I was going to have to use generative “AI”, wasn’t I?

Holding my nose, I investigated some alt-text-as-a-service APIs out there. I signed up for some trials and kicked the tyres. They were rubbish. I suspect most of them were vibe-coded.

The more I thought about it, the more I realised that I probably didn’t need the latest and greatest energy-guzzling large langauge models. Some good old-fashioned machine learning could do the trick here. I’m aiming to do a relatively straightforward transformation—image to text.

Check out the COCO project: Common Objects in Context. It’s a few years old now, but it’s basically a dataset that’s been trained on images.

Ah, but where did the training data come from?

All images in COCO were sourced from Flickr, a photo-sharing platform where users upload images under various Creative Commons licenses.

Works for me!

I found a model on Hugging Face that was created by Microsoft from the COCO data. Confusingly the model is called GIT. It’s nothing to do with version control. It stands for GenerativeImage2Text.

I downloaded the model and set to work creating a script to trawl through all those images and generate alt text if the image doesn’t already have one.

I should mention: the way that I store the alt text is not in a database, but in the file system. Every image has its own folder. Inside that folder there can also be a file called alt.txt.

So the script needed to loop through lots and lots of folders, generate alt text where needed, and save it into a text file in the same folder.

Python is the go-to language for working with models like GIT. But Python is not my strong suit, to put it mildly. And this was going to be a throwaway script that I was only going to use once. So I held my nose again and turned on Copilot in VSCode (I usually keep it switched off).

With the right instructions I was able to get a script that—crucially—I could read and understand. Then I switched off Copilot and had a shower to try to wash the shame away.

Long story short, the script worked.

The results are mostly fine. The alt text is functional. Sometimes it’s wrong, but not disastrously so. A human-generated image description will always be preferable, so any member of The Session can over-ride the placeholder alt text.

It took a few hours to loop through all those folders and generate all those text files. My laptop got hot. But doing it locally sure beats paying for tokens from the baddies.

Like Scott says:

While the utility is there, the current landscape of these frontier corporate models comes with massive ethical and environmental baggage. This is not a long term solution!

That’s exactly why my hope is that ethically trained open-weight models will eventually catch up and that in the next couple of years, we’ll have something with this level of capability that can run locally. That feels like a much better place to be with this technology.

Tuesday, July 14th, 2026

HTMX and Web Components Instead of React

So instead of asking “why not React?” we asked: Which of our actual problems would React solve? We went through the list. There were none.

Also, this is good advice when you’re about to make a web component:

Every component starts with the question “does a semantic element already exist for this?”, and remarkably often the answer is yes.

Friday, July 10th, 2026

The Descent — What Happened to the Frontend While You Weren’t Watching

A history of front-end development that culminates here:

The frontier of 2026, the stuff the sharpest people are most excited about, is render the HTML on the server, ship almost no JavaScript, and use the web platform instead of fighting it.

Thursday, March 26th, 2026

The Great CSS Expansion | Butler’s Log

Web development follows a familiar cycle. First we glue together a solution with whatever we have — JavaScript, image hacks, Flash, anything. Then the platform matures, and CSS or HTML eventually makes that same workaround native. Rounded corners, custom fonts, smooth scrolling, sticky positioning: all of these started as JavaScript-heavy hacks before CSS turned them into a single declaration.

We are in another one of those transition moments. A new wave of long-requested CSS features is finally landing, and many of them are explicitly designed to replace patterns that used to require JavaScript. Not as approximations — as first-class platform primitives that handle the edge cases, run in the right thread, and need zero dependencies.

Progressive Web Components | Ariel Salminen

I’m slapping my forehead—progressive web components is a perfect name for what I’ve been calling HTML web components. Why didn’t I think of that?

A Progressive Web Component is a native Custom Element designed in two layers: a base layer of HTML and CSS that renders immediately, without JavaScript, and an enhancement layer of JavaScript that adds reactivity, event handling, and more advanced templating.

Monday, March 9th, 2026

Testing browser support for `focusgroup`

In my previous post, I mentioned that I’ve used the web install API in production. Specifically, I’ve used it on The Session. In order to do that, I had to register for the origin trial.

I’ve just signed up for another origin trial. This time it’s for the proposed focusgroup attribute:

The focusgroup HTML attribute is a proposed declarative way to add keyboard arrow-key navigation to composite widgets such as toolbars, tablists, menus, listboxes, etc. without writing any roving-tabindex JavaScript. One attribute replaces hundreds of lines of boilerplate.

I’ve got an HTML web component on The Session called tab-controls. And yes, there’s a bunch of code in there to listen for keyboard events and respond appropriately. I would very much like to rip that code out.

So now that I’ve opted into the origin trial, I’ve added this to my HTML:

<tab-controls role="tablist" focusgroup="tablist">

If this focusgroup attribute takes off, I’ll be able to remove the role attribute but for now, it’s very much needed.

In the JavaScript for my tab-controls custom element, I need to be able to detect support for focusgroup. Here’s how I’m doing it:

if (!this.focusgroup) {
// do all my key handling stuff here
}

Here’s the important thing: don’t use getAttribute('focusgroup') to test for browser support. That will return true if the attribute is in the HTML. But the attribute will only get converted into a property if the browser understands it.

Jake has a lot more detail on the differences between attributes and properties.

Anyway, I figured I’d share that little snippet in case you too were interested in trying out the focusgroup proposal using progressive enhancement.

Wednesday, February 18th, 2026

JS-heavy approaches are not compatible with long-term performance goals

Frameworks like React are often perceived as accelerators, or even as the only sensible way to do web development. There’s this notion that a more “modern” stack (read: JS-heavy, where the JS ends up running on the user’s browser) allows you to be more agile, release more often with fewer bugs, make code more maintainable, and ultimately launch better sites. In short, the claim is that this approach will offer huge improvements to developer experience, and that these DevEx benefits will trickle down to the user.

But over the years, this narrative has proven to be unrealistic, at best. In reality, for any decently sized JS-heavy project, you should expect that what you build will be slower than advertised, it will keep getting slower over time while it sees ongoing work, and it will take more effort to develop and especially to maintain than what you were led to believe, with as many bugs as any other approach.

Where it comes to performance, the important thing to note is that a JS-heavy approach (and particularly one based on React & friends) will most likely not be a good starting point; in fact, it will probably prove to be a performance minefield that you will need to keep revisiting, risking a detonation with every new commit.

Reduce the JS Workload with no- or lo-JS options

This is an excellent one-stop shop of interface patterns:

This is an organic collection of common JS patterns that can be replaced with just HTML, CSS, and no, or very low, JS. As HTML and CSS continue to mature, this collection should expand.

Tuesday, January 27th, 2026

699: Jeremy Keith on Web Day Out – ShopTalk

This episode of the Shop Talk Show is the dictionary definition of “rambling” but I had a lot of fun rambling with Chris and Dave!

Tuesday, January 20th, 2026

Thursday, January 8th, 2026

The Main Thread Is Not Yours — Den Odell

Every millisecond you spend executing JavaScript is a millisecond the browser can’t spend responding to a click, updating a scroll position, or acknowledging that the user did just try to type something. When your code runs long, you’re not causing “jank” in some abstract technical sense; you’re ignoring someone who’s trying to talk to you.

This is a great way to think about client-side JavaScript!

Also:

Before your application code runs a single line, your framework has already spent some of the user’s main thread budget on initialization, hydration, and virtual DOM reconciliation.

Wednesday, December 17th, 2025

Why we teach our students progressive enhancement | Blog Cyd Stumpel

Progressive enhancement is about building something robust, that works everywhere, and then making it better where possible.

NoLoJS: Reducing the JS Workload with HTML and CSS - Web Performance Calendar

You might not need (much) JavaScript for these common interface patterns.

While we all love the power and flexibility JS provides, we should also respect it, and our users, by limiting its use to only what it needs to do.

Yes! Client-side JavaScript should do what only client-side JavaScript can do.

Saturday, November 29th, 2025

CSS-in-JS: The Great Betrayal of Frontend Sanity - The New Stack

This is a spot-on analysis of how CSS-in-JS failed to deliver on any of its promises:

CSS-in-JS was born out of good intentions — modularity, predictability and componentization. But what we got was complexity disguised as progress.

Thursday, November 27th, 2025

Escape Velocity: Break Free from Framework Gravity — Den Odell

React is no longer just a library. It’s a full ecosystem that defines how frontend developers are allowed to think.

Real talk!

Browsers now ship View Transitions, Container Queries, and smarter scheduling primitives. The platform keeps evolving at a fair pace, but most teams won’t touch these capabilities until React officially wraps them in a hook or they show up in Next.js docs.

Innovation keeps happening right across the ecosystem, but for many it only becomes “real” once React validates the approach. Which is fine, assuming you enjoy waiting for permission to use the platform you’re already building on.

Zing!

The critique isn’t that React is bad, but that treating any single framework as infrastructure creates blind spots in how we think and build. When React becomes the lens through which we see the web, we stop noticing what the platform itself can already do, and we stop reaching for native solutions because we’re waiting for the framework-approved version to show up first.

If your team’s evolution depends on a single framework’s roadmap, you are not steering your product; you are waiting for permission to move.

Wednesday, November 26th, 2025

The only frontend stack we should talk about

Explore the platform. Challenge yourself to discover what the modern web can do natively. Pure HTML, CSS, and a bit of vanilla JS…

Why use React?

This isn’t a rhetorical question. I genuinely want to know why developers choose to build websites using React.

There are many possible reasons. Alas, none of them relate directly to user experience, other than a trickle-down justification: happy productive developers will make better websites. Citation needed.

It’s also worth mentioning that some people don’t choose to use React, but its use is mandated by their workplace (like some other more recent technologies I could mention). By my definition, this makes React enterprise software in this situation. My definition of enterprise software is any software that you use but that you yourself didn’t choose.

Inertia

By far the most common reason for choosing React today is inertia. If it’s what you’re comfortable with, you’d need a really compelling reason not to use it. That’s generally the reason behind usage mandates too. If we “standardise” on React, then it’ll make hiring more straightforward (though the reality isn’t quite so simple, as the React ecosystem has mutated and bifurcated over time).

And you know what? Inertia is a perfectly valid reason to choose a technology. If time is of the essence, and you know it’s going to take you time to learn a new technology, it makes sense to stick with what you know, even if it’s out of date. This isn’t just true of React, it’s true of any tech stack.

This would all be absolutely fine if React weren’t a framework that gets executed in browsers. Any client-side framework is a tax on the end user. They have to download, parse, and execute the framework in order for you to benefit.

But maybe React doesn’t need to run in the browser at all. That’s the promise of server-side rendering.

The front end

There used to be a fairly clear distinction between front-end development and back-end development. The front end consisted of HTML, CSS, and client-side JavaScript. The back end was anything you wanted as long as it could spit out those bits of the front end: PHP, Ruby, Python, or even just a plain web server with static files.

Then it became possible to write JavaScript on the back end. Great! Now you didn’t need to context-switch when you were scripting for the client or the server. But this blessing also turned out to be a bit of a curse.

When you’re writing code for the back end, some things matter more than others. File size, for example, isn’t really a concern. Your code can get really long and it probably won’t slow down the execution. And if it does, you can always buy your way out of the problem by getting a more powerful server.

On the front end, your code should have different priorities. File size matters, especially with JavaScript. The code won’t be executed on your server. It’s executed on all sorts of devices on all sorts of networks running all sorts of browsers. If things get slow, you can’t buy your way out of the problem because you can’t buy every single one of your users a new device and a new network plan.

Now that JavaScript can run on the server as well as the client, it’s tempting to just treat the code the same. It’s the same language after all. But the context really matters. Some JavaScript that’s perfectly fine to run on the server can be a resource hog on the client.

And this is where it gets interesting with React. Because most of the things people like about React still apply on the back end.

React developers

When React first appeared, it was touted as front-end tool. State management and a near-magical virtual DOM were the main selling points.

Over time, that’s changed. The claimed speed benefits of the virtual DOM turned out to be just plain false. That just left state management.

But by that time, the selling points had changed. The component-based architecture turned out to be really popular. Developers liked JSX. A lot. Once you got used to it, it was a neat way to encapsulate little bits of functionality into building blocks that can be combined in all sorts of ways.

For the longest time, I didn’t realise this had happened. I was still thinking of React as being a framework like jQuery. But React is a framework like Rails or Django. As a developer, it’s where you do all your work. Heck, it’s pretty much your identity.

But whereas Rails or Django run on the back end, React runs on the front end …except when it doesn’t.

JavaScript can run on the server, which means React can run on the server. It’s entirely possible to have your React cake and eat it. You can write all of your code in React without serving up a single line of React to your users.

That’s true in theory. The devil is in the tooling.

Priorities

Next.js allows you to write in React and do server-side rendering. But it really, really wants to output React to the client as well.

By default, you get the dreaded hydration pattern—do all the computing on the server in JavaScript (yay!), serve up HTML straight away (yay! yay!) …and then serve up all the same JavaScript that’s on the server anyway (ya—wait, what?).

It’s possible to get Next.js to skip that last step, but it’s not easy. You’ll be battling it every step of the way.

Astro takes a very different approach. It will do everything it can to keep the client-side JavaScript to a minimum. Developers get to keep their beloved JSX authoring environment without penalising users.

Alas, the collective inertia of the “modern” development community is bound up in the React/Next/Vercel ecosystem. That’s a shame, because Astro shows us that it doesn’t have to be this way.

Switching away from using React on the front end doesn’t mean you have to switch away from using React on the back end.

Why use React?

The titular question I asked is too broad and naïve. There are plenty of reasons to use React, just as there are plenty of reasons to use Wordpress, Eleventy, or any other technology that works on the back end. If it’s what you like or what you’re comfortable with, that’s reason enough.

All I really care about is the front end. I’m not going to pass judgment on anyone’s choice of server-side framework, as long as it doesn’t impact what you can do in the client. Like Harry says:

…if you’re going to use one, I shouldn’t be able to smell it.

Here’s the question I should be asking:

Why use React in the browser?

Because if the reason you’re using React is cultural—the whole team works in JSX, it makes hiring easier—then there’s probably no need to make your users download React.

If you’re making a single-page app, then …well, the first thing you should do is ask yourself if it really needs to be a single-page app. They should be the exception, not the default. But if you’re determined to make a single-page app, then I can see why state management becomes very important.

In that situation, try shipping Preact instead of React. As a developer, you’ll almost certainly notice no difference, but your users will appreciate the refreshing lack of bloat.

Mostly though, I’d encourage you to investigate what you can do with vanilla JavaScript in the browser. I totally get why you’d want to hold on to React as an authoring environment, but don’t let your framework limit what you can do on the front end. If you use React on the client, you’re not doing your users any favours.

You can continue to write in React. You can continue to use JSX. You can continue to hire React developers. But keep it on your machine. For your users, make the most of what web browsers can do.

Once you keep React on the server, then a whole world of possibilities opens up on the client. Web browsers have become incredibly powerful in what they offer you. Don’t let React-on-the-client hold you back.

And if you want to know more about what web browsers are capable of today, come to Web Day Out in Brighton on Thursday, 12th March 2026.

Thursday, November 13th, 2025

Reimagine the Date Picker – David Bushell – Web Dev (UK)

This is a superb way to deprecate a little JavaScript library. Now that you can just use HTML instead, the website for Pikaday has been turned into a guide to choosing the right design pattern for your needs. Bravo!

Pikaday is no longer a JavaScript date picker. Pikaday is now a friendly guide for front-end developers. I want to push developers away from the classic date picker entirely. Especially fat JavaScript libraries.

Friday, November 7th, 2025

A (kind of) farewell to the web – Web Directions

We’ve arrived at an industrialised process, one that’s like an assembly line for applications. Frameworks like React have become the machinery of that assembly line. They enable us to build efficiently, to build at scale, to build predictably. But they also constrain what we build.

But what aren’t we building? What new kinds of experiences, what new kinds of applications, what new kinds of interaction could we create if we were deeply exploring and engaging with the capabilities of the platform? I don’t know, because we’re not building them. We’re building what the frameworks enable us to build, what the assembly line can produce efficiently.

Collectively, as an industry and as a profession, consciously or not, we’ve chosen this maxima that we’re stuck on. We can build what React or Vue or Next or name your framework/library enables us to do.

I share John’s despair at this situation, but I don’t share his belief that large language models will save us.