Friday, February 13, 2026

The speed with which AI is evolving is startling

 

I'm obliged to the anonymous reader who sent me the link to Matt Shumer's latest blog article about the current state of artificial intelligence (AI).  It's a remarkable article - so much so that I can't begin to cover all its points in a short post like this.  Here's a small sample to whet your appetite.


For years, AI had been improving steadily. Big jumps here and there, but each big jump was spaced out enough that you could absorb them as they came. Then in 2025, new techniques for building these models unlocked a much faster pace of progress. And then it got even faster. And then faster again. Each new model wasn't just better than the last... it was better by a wider margin, and the time between new model releases was shorter.

. . .

I've always been early to adopt AI tools. But the last few months have shocked me. These new AI models aren't incremental improvements. This is a different thing entirely.

And here's why this matters to you, even if you don't work in tech.

The AI labs made a deliberate choice. They focused on making AI great at writing code first... because building AI requires a lot of code. If AI can write that code, it can help build the next version of itself. A smarter version, which writes better code, which builds an even smarter version. Making AI great at coding was the strategy that unlocks everything else. That's why they did it first. My job started changing before yours not because they were targeting software engineers... it was just a side effect of where they chose to aim first.

They've now done it. And they're moving on to everything else.

The experience that tech workers have had over the past year, of watching AI go from "helpful tool" to "does my job better than I do", is the experience everyone else is about to have. Law, finance, medicine, accounting, consulting, writing, design, analysis, customer service. Not in ten years. The people building these systems say one to five years. Some say less. And given what I've seen in just the last couple of months, I think "less" is more likely.

. . .

The models available today are unrecognizable from what existed even six months ago. The debate about whether AI is "really getting better" or "hitting a wall" — which has been going on for over a year — is over. It's done. Anyone still making that argument either hasn't used the current models, has an incentive to downplay what's happening, or is evaluating based on an experience from 2024 that is no longer relevant. I don't say that to be dismissive. I say it because the gap between public perception and current reality is now enormous, and that gap is dangerous... because it's preventing people from preparing.

. . .

This is different from every previous wave of automation, and I need you to understand why. AI isn't replacing one specific skill. It's a general substitute for cognitive work. It gets better at everything simultaneously. When factories automated, a displaced worker could retrain as an office worker. When the internet disrupted retail, workers moved into logistics or services. But AI doesn't leave a convenient gap to move into. Whatever you retrain for, it's improving at that too.

. . .

We're past the point where this is an interesting dinner conversation about the future. The future is already here. It just hasn't knocked on your door yet.

It's about to.


There's much more at the link.

I can only recommend very strongly that you click over to Mr. Shumer's blog and read the entire article.  He knows whereof he speaks, and does so with far more authority and experience than most so-called "experts" in the field.  If you wish, compare what he says with Elon Musk's views on the short-term evolution of AI.  They're pretty much in step with each other.

This is extraordinarily important.  It's going to affect all of us in ways we can hardly foresee or imagine right now.  Naysayers who dismiss AI as "just another fad" or "only a large language model" or "only as good as its programmers" are missing the point.  AI is becoming a self-perpetuating, self-improving, self-expanding phenomenon that may well have a greater impact on human society - in a vastly shorter time - than the Renaissance.  Its impact is likely to be at least as great.

Go read the whole thing, and talk to your spouses, your children and those of your friends who are in the workforce about these things.  How can we prepare for the "Brave New World" that confronts us?  Mr. Shumer offers several very useful suggestions.  Which of them can we apply to ourselves?

Peter


10 comments:

  1. I'd like to see a cage match between Pixy Misa from Ace of Spades, Borepatch, and Matt Shumer.

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  2. I'm in charge of the BI/Analytics dept. of a smaller financial institution.

    We utilize a Top-20 (by Gartner's measure) BI system. In the last year, the AI tools have gone from writing SQL queries to now I can point the AI at a massive (like a billion rows of data) dataset and tell it to build a management dashboard, and it does so in about 45 seconds. Used to take one of my team a few days to get it out.

    We may have to do some editing and maybe change some visualizations around, but it's remarkable how good the AI is.

    People have no idea how disruptive this is going to be. Much like automation reduced the number of people working in factories, AI will reduce (decimate) the number of people working in offices. Whole swaths of workers will no longer be needed.

    I'll be glad to retire in 3 years; I feel like the last buggy-whip maker.

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  3. We are all Captain Dunsel now.

    Star Trek: The Original Series episode "The Ultimate Computer" (Season 2, Episode 24), Captain Kirk is insulted by Commodore Bob Wesley, who refers to him as "Captain Dunsel". A "dunsel" is defined in the episode as a Starfleet term for a part of a ship that serves no useful purpose, highlighting that the new M-5 AI system made human captains obsolete.

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  4. The government could shed basically all its non-fighting military employees. Ah to the days ahead when my accountant's computers argue with the IRS computers over my "fair share".

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  5. There are some interesting discussions elsewhere about the metrics being used to demonstrate AI success. Some are useful, while others are much less so.

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  6. Who is making sure that the systems are actually better at customer service, trouble shooting, and things where you have the occasional random variable? I watched for the last two weeks as a family member did battle with a "customer service AI" system that could not do what was needed because the problem was not in its data set, nor had the programmers considered that anyone would have that sort of problem. I had a major fight with a "helpful" generative AI yesterday that tried to write out what the program "thought" I wanted rather than what I intended and needed.

    I suspect soon, those who can will pay for premium services in some areas, services that guarantee a real human will be on the line to deal with the odd stuff and real-world problems, not just the statistically most common things.

    TXRed

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  7. Sooner than later the British Bladerunner's and knowledge why the Dutch wooden shoe the sabot was used for sabotage will again be here.

    I don't hear anything about the Rules of Robotics, so I have grave doubts of the "kindness" of such an AI benevolence system.

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  8. AI won't be ready for accounting until it responds to 'What is 2+2?' with 'what do you need it to be?'.

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  9. As with any massive technological change, it will be a few years before it works it way into common. Those that guess right will make many more millions, those who don't will go the way of buggy whip makers and ibm.

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  10. With all the (claimed) improvements in AI I can see one unexpected job going away: The talking heads on news broadcasts..

    Today they are humans reading a script. Why keep the expensive human in the even more expensive studio when an Text-to-voice reader (with a script tuned to for better delivery) and a video image generator can do the same job without any of the infrastructure. In TMIAHM Mike created Adam Selene's broadcasts to the Loonies including background noise. Today we don't need a self-aware computer to do the same thing.

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