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Training your replacement | Go Make Things

I’ve had a lot of people recently tell me AI is “inevitable.” That this is “the future” and “we all better get used to it.”

For the last decade, I’ve had a lot of people tell me the same thing about React.

And over that decade of React being “the future” and “inevitable,” I worked on many, many projects without it. I’ve built a thriving career.

AI feels like that in many ways. It also feels different in that non-technical people also won’t shut the fuck about it.

A considered approach to generative AI in front-end… | Clearleft

A thoughtful approach from Sam:

  1. Use AI only for tasks you already know how to do, on occasions when the time that would be spent completing the task can be better spent on other problems.
  2. When using AI, provide the chosen tool with something you’ve made as an input along with a specific prompt.
  3. Always comprehensively review the output from an AI tool for quality.

Deep Blue

My social networks are currently awash with Deep Blue:

…the sense of psychological ennui leading into existential dread that many software developers are feeling thanks to the encroachment of generative AI into their field of work.

How Generative and Agentic AI Shift Concern from Technical Debt to Cognitive Debt

I recently wrote:

The issue isn’t with the code itself, but with the understanding of the code.

That’s the difference between technical debt and cognitive debt.

John has written lots more on this.

10 Thoughts On “AI,” February 2026 Edition | Whatever

  1. I don’t and won’t use “AI” in the text of any of my published work.
  2. I’m not worried about “AI” replacing me as a novelist.
  3. People in general are burning out on “AI.”
  4. I’m supporting human artists, including as they relate to my own work.
  5. “AI” is Probably Sticking Around In Some Form.
  6. “AI” is a marketing term, not a technical one, and encompasses different technologies.
  7. There were and are ethical ways to have trained generative “AI” but because they weren’t done, the entire field is suspect.
  8. The various processes lumped into “AI” are likely to be integrated into programs and applications that are in business and creative workflows.
  9. It’s all right to be informed about the state of the art when it comes to “AI.”
  10. Some people are being made to use “AI” as a condition of their jobs. Maybe don’t give them too much shit for it.

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.

I miss thinking hard.

There are two wolves inside you…

My Builder side won’t let me just sit and think about unsolved problems, and my Thinker side is starving while I vibe-code. I am not sure if there will ever be a time again when both needs can be met at once.

Coding Is When We’re Least Productive – Codemanship’s Blog

I’ve seen so many times how 10 lines of code can end up being worth £millions, and 10,000 ends up being worthless.

AI CEO – Replace Your Boss Before They Replace You

Delivering total nonsense, with complete confidence.

Pluralistic: The Reverse-Centaur’s Guide to Criticizing AI (05 Dec 2025) – Pluralistic: Daily links from Cory Doctorow

The promise of AI – the promise AI companies make to investors – is that there will be AIs that can do your job, and when your boss fires you and replaces you with AI, he will keep half of your salary for himself, and give the other half to the AI company.

That’s it.

That’s the $13T growth story that MorganStanley is telling. It’s why big investors and institutionals are giving AI companies hundreds of billions of dollars. And because they are piling in, normies are also getting sucked in, risking their retirement savings and their family’s financial security.

Now, if AI could do your job, this would still be a problem. We’d have to figure out what to do with all these technologically unemployed people.

But AI can’t do your job. It can help you do your job, but that doesn’t mean it’s going to save anyone money.

The only winning move is not to play

My mind boggles at the thought of using a generative tool based on a large language model to do any kind of qualatitive user research, so every single thing that Gregg says here makes complete sense to me.

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.

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…

David Chisnall (*Now with 50% more sarcasm!*): “I think this needs to be repeated…”

Machine learning is amazing if … the value of a correct answer is much higher than the cost of an incorrect answer.

Related to Laissez-faire Cognitive Debt:

And that’s where I start to get really annoyed by a lot of the LLM hype. It’s pushing machine-learning approaches into places where there are significant harms for sometimes giving the wrong answer. And it’s doing so while trying to outsource the liability to the customers who are using these machines in ways in which they are advertised as working. It’s great for translation! Unless a mistranslated word could kill a business deal or start a war. It’s great for summarisation! Unless missing a key point could cost you a load of money. It’s great for writing code! Unless a security vulnerability would cost you lost revenue or a copyright infringement lawsuit from having accidentally put something from the training set directly in your codebase in contravention of its license would kill your business. And so on. Lots of risks that are outsourced and liabilities that are passed directly to the user.

Laissez-faire Cognitive Debt – Smithery

I think of Cognitive Debt as ‘where we have the answers, but not the thinking that went into producing those answers’.

Lately, I have started noticing examples of not just where the debt is being accrued, but who then has the responsibility to pick it up and repay it.

Too often, an LLM doesn’t replace the need for thinking in a group setting, but simply creates more work for others.

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.

I Built the Same App 10 Times: Evaluating Frameworks for Mobile Performance | Loren Stewart

A very, very deep dive into like-for-like comparison of JavaScript frameworks. The takeaway:

Nuxt demonstrates that established “big three” frameworks can achieve next-gen performance when properly configured. Vue’s architecture allows competitive mobile web performance while maintaining a mature ecosystem. React and Angular show no path to similar results.

And the real takeaway:

Mobile is the web. These measurements matter because mobile web is the primary internet for billions of people. If your app is accessible via URL, people will use it on phones with cellular connections. Optimizing for desktop and hoping mobile is good enough is backwards. The web is mobile. Build for that reality.

Is it Time to Regulate React? – David Bushell – Web Dev (UK)

React exists as a profound perversion of the web platform. React has failed upwards to widespread adoption because it provides a “developer experience” that bypasses the hard parts. Like learning HTML, or CSS, or JavaScript. Even learning React itself is discouraged; that’s for adults, you should use meta-frameworks. React devs are burdened with multi-megabyte monstrosities before they’ve written a single line of code. You cannot fix “too much JavaScript” with more JavaScript and yet React devs are trained to npm install until their problems become their users’ problems.