UK accounting body to halt remote exams amid AI cheating

(theguardian.com)

105 points | by beardyw 3 hours ago

11 comments

  • jimnotgym 3 hours ago
    Ask an examiner from 20 years ago the risk of allowing people to take exams in their own home. They would have said 'cheating', even with no concept of AI.

    Here is what happened. ACCA, one of several accountancy bodies in the UK, charge their students extraordinary sums of money to take their exams. When I took accountancy exams there were 9of 3 hour written exams, in a real building, with real invigilators. All of the bodies at the same time realised that they could charge the same amount, pay Pearson to administer an electronic test and make more money out of their students. It was a disgrace then and it is a disgrace now

    • Aurornis 1 hour ago
      > Ask an examiner from 20 years ago the risk of allowing people to take exams in their own home. They would have said 'cheating', even with no concept of AI.

      AI has taken it to the next level. Previously, with many exams you would still have to know how to identify the concepts and related keywords in a word problem to even know what words to look for in the index of the books on hand before you could get to the right page to start cheating.

      Some of the certification exams I had to take back in the day even came with their own little reference manual that everyone got and was free to use to look up concepts and equations like you would in the real world. The book wasn’t helpful if you didn’t know how to recognize the way to solve the problem and look it up, though.

      AI changes that. Now you don’t need to know anything at all. You don’t even need to parse the question or even speak the same language. Copy the problem into ChatGPT with a prompt attached. Copy the answer into the solution box.

      Anecdotally, the rise of ChatGPT has also normalized the concept of cheating among students. The common thinking is that everyone is using ChatGPT, therefore you’ll be left behind if you don’t cheat.

      • londons_explore 51 minutes ago
        > The common thinking is that everyone is using ChatGPT, therefore you’ll be left behind if you don’t cheat.

        So true. I am aware of classes where everyone who didn't use AI cheated.

        The simple reality is that if AI makes better answers than a student, and exam scores are normalized, then students who don't use it will fail as soon as a decent proportion of students do use it.

        • dns_snek 38 minutes ago
          > and exam scores are normalized

          This never should've been done to begin with. Education isn't supposed to be a competition.

          • observationist 9 minutes ago
            If the purpose of a system is what it does, what is the purpose of this education system that seems to uniformly and spectacularly fail to educate children?

            It's not supposed to be a competition, but there should be incentives and oversight and controls and all the features you'd want to be able to reward outliers and foster excellence and all the good things while minimizing the bad.

            What we have is tragic and absurd.

          • corndoge 26 minutes ago
            I think the intent is to calibrate for instruction quality
            • cherryteastain 10 minutes ago
              When I was grading labs as a TA, the intent was communicated to me rather as "per university teaching guidelines we mustn't have too many students get the top grade but we also mustn't have too many students fail"
      • prox 1 hour ago
        The common thinking of often a mental pattern of that intersects somewhere between laziness and comfort.

        Is this the sort of thinking of “everyone needs to be able to do calculus in their heads with calculators around” or “you still need to write in the age of computers/printers” or something different?

        • tekla 19 minutes ago
          I have never been in a calculus class where a calculator would be anything other than a paperweight
          • cherryteastain 8 minutes ago
            There are calculators with CAS programs that can symbolically differentiate and integrate expressions or even solve certain classes of ODEs/PDEs
            • why-o-why 0 minutes ago
              In 1988 my Calc 1&2 classes were partially taught using Maple on an MTS mainframe. It did NOT make any of it easier.
        • SecretDreams 49 minutes ago
          > Is this the sort of thinking of “everyone needs to be able to do calculus in their heads with calculators around” or “you still need to write in the age of computers/printers” or something different?

          I can't tell - are you suggesting these aren't good practices/traits to be learning when people are still in the "fundamentals of education/learning" stages of their lives?

          I did all my basic differential and integral calculus studying by mind only. I don't do it that way in my career day to day now - nor could I without some serious practice. But the efforts I took in learning this way in undergrad made me a much stronger student and made me much more comfortable leveraging calculus in more application driven fields of study.

      • riffraff 1 hour ago
        Or you could just have someone who could pass the exam in the same room as you.

        LLMs make this way easier but you can pay someone who gives private lessons in any subject and they can easily take an exam for you.

        • cauch 47 minutes ago
          It is indeed the same.

          But in practice, having another human cheating for you was often unpractical: people don't usually like helping cheater, and simply trying to find an accomplice may get you in trouble. Because of that, it is relatively inefficient and therefore not a real problem and not a real impact on the final quality of the evaluation.

          LLM is indeed just the same, except that finding an accomplice is now easy and without risk.

          • skeptic_ai 37 minutes ago
            So before just the rich and connected could cheat, now everyone can cheat and is bad. Funny no?
            • paganel 10 minutes ago
              The rich and connected adjacent to accounting and willing to cheat would have most probably already worked somewhere else money-related and making an order of magnitude more money.
            • jamespo 12 minutes ago
              No, because allowing remote online exams is a relatively new thing
    • knallfrosch 8 minutes ago
      With remote "exams", you don't even know who is taking it.

      Who sits in front of the PC, who is nearby?

      The rest is kind of besides the point then.

    • zabzonk 1 hour ago
      > Ask an examiner from 20 years ago the risk of allowing people to take exams in their own home.

      Isn't this like an "open-book" exam? We had them 50 years ago when I was doing my A-levels in the UK, and I always thought it was a good system. The trouble now is of course that you can ask the book to look up the answer, unless the question is very well thought out, which is hard. The open-book thing worked best IMHO for things like practical chemistry, where you needed the technique as well as the theory.

      • scott_w 1 hour ago
        Not really. An open book exam still requires you to know which book to bring in, understand the concepts, and be able to reference them on the fly to answer questions. Basically, you need a reasonable grounding in the material to know where to start figuring out your answer.

        What’s different with at-home exams is there’s nothing stopping your ringing your friend to ask for the answer, or looking it up on Google (now ChatGPT), or asking your parents who happen to be in the industry, if you want to go really old school!

        • nottorp 1 hour ago
          Also, in a well constructed open book exam having the book won’t help you worth a damn if you haven’t already read it at least once.
          • consp 1 hour ago
            I've had plenty of open book exams where the prof knew you would fail if you grabbed the book for more than a second. It's pretty much the same as the exams where you get to write your own cheatsheet: if you need it too much you are screwed.
            • tharkun__ 33 minutes ago
              The act of writing the cheat sheet is often enough to remember I find. It's yet another repetition of the material, just like doing labs and practice exams. And if you wrote the cheat sheet yourself, you also often know "where to look" for something specific, even if it's just to be sure you didn't remember something incorrectly and you really do only need to look at it for a few seconds.

              So in my book (pun intended :P), allowing and actually encouraging a "cheat sheet" is a good thing. Open book is worse, as it's usually way too large and badly indexed. And who's gonna use an actual book in their actual job anyway?

    • warmedcookie 2 hours ago
      Seriously. Kids are going to cheat. It's already easy enough to just throw the test material into the LLM and get a bunch of flash cards on relevant content and memorize that. I Wish I had AI in college.
      • Aurornis 1 hour ago
        > I Wish I had AI in college.

        From watching slightly younger than college age kids adapt to the current world, I think you should be glad you did’t have access to LLMs during your learning years.

        It’s too easy to slip from the idea that you’re just going to use the LLM to generate study materials into thinking that you’re just going to let the LLM do this homework assignment because your tired and then into a routine where ChatGPT is doing everything because you’ve come to rely on it. Then the students get slapped in the face with a sudden bad grade because the exams are in-person and they got all the way to the end of the semester with A-graded homework despite very little understanding of the material.

        • merolish 11 minutes ago
          I'm in an online degree program in mathematics in my forties and this temptation is very real. The LLMs have memorized every textbook and every exercise so it's easy to have the kinds of conversations that before I could only have with TAs during office hours, and skip the mental struggle.

          At least in my most recent class, it's also wrecked the class discussion forums that I previously found very helpful. By the end half the students were just slop-posting entire conceptual explanations and exercises, complete with different terminology, notation, and methods than the class text. So you just skip those and look for the few students you know are actually trying.

      • kyralis 24 minutes ago
        Using a tool to help you study isn't cheating. Using a tool to take the test for you, without regard to your own skills or knowledge of the subject under test, is.
      • koakuma-chan 2 hours ago
        You can also just pay attention and practice
        • HPsquared 1 hour ago
          Paying attention is very hard
          • kibwen 1 hour ago
            Yes, thanks to a trillion-dollar digital advertising and propaganda industry strip-mining our attention spans for profit.
            • corndoge 24 minutes ago
              Not to worry, the trillion dollar prescription amphetamine industry has a solution
        • brabel 1 hour ago
          Found the nerd!
          • recursive 9 minutes ago
            On HN?! Inconceivable!
      • riffic 44 minutes ago
        Adults get into educational programs too
      • SecretDreams 46 minutes ago
        > Wish I had AI in college.

        This is a very concerning statement given the implications of your post.

        AI can be a tool for learning or a tool for passing. Only one of those things is beneficial for society and it's not the one short minded students in crunch time will, on average, care about.

      • jeffbee 56 minutes ago
        I also wish I had AI in college. I would have used it to descramble the unintelligible utterances of the calculus lecturers who had minimal or no English language skills.
        • warmedcookie 11 minutes ago
          Those poor calculus lecturers are most likely required to teach in order to earn their PHD. It is unfortunate that most students do not get to learn higher level math because of it. I was the type of student who did better when the professor was difficult, but engaging.

          For example, I hated English growing up and then I had a college English course with a professor who was absolutely passionate about it and made it fun. Now, I hate English a little less and could appreciate it more. We need more people like that for other subjects.

        • fn-mote 18 minutes ago
          For the last two decades, YouTube (or better, MIT's OpenCourseWare) has provided instruction that sets a baseline.

          I'm positive that college lecturers fall below this baseline, but there's plenty of alternatives that a moderately motivated student could use.

          Part of the problem is that the typical ~20 year old student has little idea how to learn something and little opinion about what their education should produce, to guide them.

        • DiggyJohnson 47 minutes ago
          The textbook would have been well written though, no?
      • duped 1 hour ago
        The act of making the flash cards is more important than having them when you've finished.
        • amitav1 30 minutes ago
          I disagree, assuming that your goal is being able to recall the backside of the flashcard. Making the flashcards is equivalent to 2 or 3 reviews IMO.
          • warmedcookie 4 minutes ago
            I think it depends on the student, but I think you are probably overall correct. As someone who hated reading most of my textbooks, there is absolutely no way I am going to effectively extract relevant flash card material out of them better than an LLM can. I'm going to get bored and my mind will probably wonder and start thinking about other things while I am "reading".
          • baq 4 minutes ago
            Writing stuff down by hand is well known to leave a bigger mark in memory than typing, not sure what you’re comparing to
      • fao_ 1 hour ago
        > It's already easy enough to just throw the test material into the LLM and get a bunch of flash cards on relevant content and memorize that

        LLM summarisation is broken, so I wouldn't expect them to get very far with this (see this comment on lobste.rs: https://lobste.rs/c/je7ve5 )

        Also, memorizing flashcards is actually, to some point, learning the material. There's a reason why Anki is popular for students.

        Ultimately, however, this comes down to the 20th+21st century problem of "students learning only for the test", which we can see has critical problems that are well-known:

        https://matheducators.stackexchange.com/a/8203

        https://www.youtube.com/watch?v=J6lyURyVz7k

  • xnorswap 2 hours ago
    This isn't just about AI, the exams were only moved to remote for COVID.

    There will be a lot of COVID-era qualifications that are treated with a hint of suspicion in the future.

    Take a look at A-level scores: https://schoolsweek.co.uk/a-level-results-2024-future-exams-...

    ( direct link to graph: https://schoolsweek.co.uk/wp-content/uploads/2023/04/Overall... )

    It's unfortunate for those affected either way. It was a difficult time when drastic measures needed to be taken at short notice.

    It's right to go back to in-person testing if there is a problem keeping remote exams fair.

    • cubefox 2 hours ago
      I wonder why it wasn't done earlier as the pandemic has been over for a while.
      • only-one1701 2 hours ago
        I remember reading something when I was studying for AWS certs (might’ve been from AWS itself): the goal of the certifying bodies is to make as much money as possible. For this to happen, the exam can’t be so hard that nobody takes it, but it can’t be so easy that everyone takes it and it loses its value.

        Organizations have been coasting on their pre-Covid reputations for a while. Now it’s time for them to adjust the slider the other way.

        • akudha 1 hour ago
          everyone takes it and it loses its value

          I don't know about this part. Years ago, my friend in college was taking all kinds of Microsoft certification exams and passing them with near perfect score. Thing is, he had no clue about most of the topics he passed, he had never worked with those tech. He just spent a bunch of time collecting questions (which wasn't that hard to find) and memorizing the answers. They could've made it difficult enough so just rote memorization wouldn't work, but they didn't (don't know if it has changed now).

          Companies had long figured out these certifications are just easy money. It is hard to resist the temptation to just charge hundreds of dollars for a test and add it as a "profit center"

      • fao_ 1 hour ago
        > the pandemic has been over for a while

        The pandemic isn't actually over, at least, not for disabled people.

        • xnorswap 1 hour ago
          I don't want to sound heartless, especially as I'm in the high-risk category myself, but I think it's important to recognise that while COVID hasn't gone away, it is no longer a pandemic.

          It is now endemic instead, and needs to be managed as such.

          https://en.wikipedia.org/wiki/Endemic_COVID-19

        • DiggyJohnson 45 minutes ago
          It is absolutely over by any sane definition of “pandemic”. Covid persists, but the pandemic is over.
  • chollida1 1 hour ago
    My wife is a teacher of physics and math for an online highschool. Its very common for kids to go into the in person exam with a mark in the 80s and 90s and get a failing grade on the exam.

    The web wasn't alwasy that useful for cheating on timed exams as it was essentially like being able to bring in a formula sheet.

    LLM's changed this such that you can type in the question and get a fully correct answer in a lot of cases.

    The only solution that I see in education is that in person exams start to represent a larger and larger portion of a students grade such that the mid term and final will be more than 50% of a students grade for most classes going forward due to the gratuitous use of llms by students.

    • jeffwass 1 hour ago
      This was going on long before LLMs.

      When I took quantum mechanics in grad school, I struggled through the weekly (and intense) homework sets. My TA was a hardass, I’d spend hours on some problem, several few pages of math work just for one problem, and make some dumb mistake in an integral somewhere, being off by a factor of 2 at the end and only getting 2 of 4 points.

      It was painful, and I felt like a dumbass seeing the other kids regularly getting perfect scores.

      Then the midterm came and I blew them all out of the water. I hadn’t realised they somehow had the solutions manual so just got perfect scores all along but clearly didn’t learn the material like I did.

      • pnutjam 1 hour ago
        Yeah, I'm not a frat guy, but don't groups like Fraternities build "Study Guides" that are often just brain dumps of tests with correct answers?
        • merolish 1 hour ago
          We called them "bibles" in undergrad and they were collections of homework and tests from previous terms.
    • maccard 1 hour ago
      I failed one exam in my final year of uni (marginally), but passed the module because of excellent coursework. I put in an order of magnitude more work into the coursework for that class than I did any other class because I knew I was going to struggle in the exam.

      In all honesty I shouldn’t have passed that course but it is what it is - and as far as I was (and still am) concerned, it was a bolt on course that I am ok being limited in my knowledge of.

    • pessimizer 14 minutes ago
      80-100% of the grade imo. You could always tell which teachers were serious and teaching serious subjects by how little they cared about your attendance and homework assignments. In math classes, you could tell in an instant when they only assigned the problems that had answers in the back of the book. Not doing your homework in a serious subject is just punishing yourself when the exam comes in and it looks like it's written in a different language.

      If you don't do your homework, or show up to class, but you ace the exams, you were just paying for the certification and to me that's totally legitimate.

      I went to school with a bunch of working class immigrants who were working full time and going to school full time. If they had to miss every other class because of work but wanted to make up for it by studying all night, that seemed admirable to me. Nothing I hated more than participation points. It reminds me of management desperate to increase their headcount. It's the insistence that the focus of the class is the master-shifu at the front and center. It's a 300-level math class, dude; it's nothing that most people couldn't learn on their own.

    • duped 1 hour ago
      I don't know, I've known many people that struggle with exams even if they know the material and even more people that excel with exams that learn nothing. Falling back on any kind of exam is just a recipe for more rote learning and that doesn't create better people (although possibly better readers, which we need).

      (Preface: I am not a teacher, and I understand this is a hot take). At the end of the day there's an unwillingness from every level of education (parents, teachers, administrators, school boards, etc) to fight against the assault on intelligence by tech.

      I don't think kids should have access to the public internet until they're adults, and certainly should never have it in schools except in controlled environments. Schools could create a private networks of curated sites and software. Parents don't have to give their kids unfettered access to computers. It's entirely in the realm of possibility to use computers and information networks in schools, accessed by children, designed to make it impossible to cheat while maximizing their ability to learn in a safe environment.

      We don't build it because we don't want to. Parents don't care enough, teachers are overworked, administrators are inept, and big tech wants to turn them into little consumers who don't have critical thinking and addicted to their software.

      • DiggyJohnson 40 minutes ago
        Re: test anxiety

        I see this line of argument more and more over the last decade and it makes me feel heartless for my opinion.

        But if you know the material but cannot apply it in an examination then you either don't actually know the material or don't have the emotional (for lack of better term) control to apply it in critical situations. Both are valid reasons to be marked down.

        • dns_snek 13 minutes ago
          > don't have the emotional (for lack of better term) control to apply it in critical situations

          No, not really, it just means you couldn't apply it in this one particular anxiety-inducing situation.

          If someone finds it easier to display their knowledge in a certain way then school should strive to accommodate that as best they can (obviously there are practical limitations to this).

          Mental health should be left to mental health professionals because you won't achieve anything by punishing students for their mental health struggles, you just make them hate you, hate school, and make their anxiety even worse.

        • duped 8 minutes ago
          You're replying to something I didn't say.
  • recursivedoubts 18 minutes ago
    I have a dog in this fight as a professor, but I think the AI era may actually (and ironically) help reestablish colleges as a useful tool for employers. We have a significant amount of legacy infrastructure to support in-person testing, and non-digital written exams may be the best way to determine actual competency going forward.

    I have historically done my computer science classes entirely online, but I am switching to in-person on-paper tests and increasing their weight in my classes to deal with the cheating.

    As paul graham said: do things that don't scale.

    • Oras 10 minutes ago
      And what kind of skills would you test with this method?

      Colleges are clearly not working, as evidenced by the number of unemployed graduates. Some will blame AI, but the reality is that any graduate would require training to be productive in the job, something they didn't learn in college.

      My point is, if colleges could adapt to the job market, they wouldn't be in their current state.

  • brainzap 9 minutes ago
    sadly cheating software can be found on github, easy to install. for example https://github.com/sohzm/cheating-daddy
  • londons_explore 54 minutes ago
    > Candidates will have to sit assessments in person unless there are exceptional circumstances

    My guess is the number of exceptional circumstances is about to explode...

  • jvdvegt 1 hour ago
  • lysace 49 minutes ago
    It can be hard to prevent cheating in person too: A criminal enterprise was uncovered in 2019 in Sweden. They had targeted the local SAT variant (högskoleprovet).

    Their end user equipment consisted of a modified mobile phone hidden somewhere private, a necklace that acts like a magnetic coil and small magnets that you place against the eardrum. Then the operation would call the phone while the customer was in the auditorium and give them the correct answers.

    The answers had been provided by some team in a back office based on the test that they had obtained in realtime from some planted source taking the test at the same time, somehow.

  • turtleyacht 3 hours ago
    > outpacing... safeguards

    Calculations must be getting accurate now. Not only questions about vocabulary or domain concepts.

  • drnick1 2 hours ago
    Until quite recently, it was trivial to cheat on remotely proctored exams. All you had to do is spin up a VM, take the exam inside the VM, and use the host system to look up answers. I believe the main proctoring services now have crude VM checks. You can probably still use a KVM switch or a DP splitter and a buddy...
    • hermannj314 1 hour ago
      It is incredibly trivial to stick a knife into human flesh.

      Triviality is not a dimension of ethics as far as I have come to understand it.

      • drnick1 1 hour ago
        My point is that since it is so incredibly easy to cheat (despite countermeasures that are essentially theater), returning to in person exams is probably a good thing.
      • pessimizer 5 minutes ago
        The point you're making has nothing to do with anything the person you're responding to said, or with the OP. It's just a gratuitous description of sadism as a virtue-signalling imitation of seriousness.

        You should find somebody who said cheating is fun and good to do, and explain your violent fantasies to them.

  • random9749832 3 hours ago
    "We are doing what we can to hang on to relevancy as gatekeepers who already held way too much authority over a field". They are going to use AI on the job anyway.

    This also applies to universities. The world has changed but they have not and they will make sure to try and stay relevant as much as they can to continue to take money.

    Edit: looks like it will take a while for some people to accept that we are not going back from this. The cat is out of the bag and your certificates are increasingly irrelevant. Sorry if you spent a lot of money and time to get it.

    • Verdex 1 hour ago
      Certifications have always been irrelevant for me, but that's only because my goal has always been what I'm capable of doing on my own AND (this one is a biggie) I was unbelievably fortunate to have several people in my career who trusted that I could get the job done.

      Certifications are about low trust. With the advent of modern LLM tech, trust levels are probably not going up.

      Nobody needs to hire someone who can use an LLM because if that is the skill they're looking for they can just use the LLM themselves.

      So if you need to hire someone because the LLM isn't cutting it, then you'll by definition need to be hiring someone who isn't using an LLM. Someone who isn't just using an LLM to make you think that they aren't using an LLM.

      How is that going to be done? Sounds like a job for certifications to me. Not today's certifications, but a much more in depth, in person, and gatekeepery certification.

      My guess would be that certifications, unfortunately, will be significantly more relevant in the days of LLMs. Not less.

      • gadflyinyoureye 1 hour ago
        Isn't that what the CPA and Bar exams, to use US analogs, do? They are an in-depth test or sets of tests that prove a person has a useful set of knowledge in a given domain.
    • nkrisc 1 hour ago
      I don’t think it will be too long before the pendulum swings back towards “real people who actually know the subject”. At that point, I might feel bad for everyone who coasted on AI.
      • design2203 1 hour ago
        The damage has already been done.

        Much like how if you stop going gym you lose muscle mass, the same happens with knowledge and understanding with the brain.

        • seanmcdirmid 16 minutes ago
          Using AI is a different skill set that allows you to dive into topics that you otherwise aren’t ready for. I just used it to do a task that would have taken me a couple days of reading up on a different software system that I wasn’t already familiar. Now I have no need to ever really know that system, is that a good thing or not? I don’t know yet. But I had to know lots of basics about how those systems work in general to get the AI to do the thing I wanted, snd it wasn’t a one shot prompt, rather it was an iterative prompt process.
        • nkrisc 29 minutes ago
          People who have learned how to learn can learn more. People who only used AI never learned how to learn.
    • quesomaster9000 2 hours ago
      I've had no end of problems with accountants regardless of their certifications, they operate in a domain with an incoherent body of contradictory and highly subjective rules yet make it out to be a science.

      My conclusion as a whole is that accountancy as a profession rarely delivers any actual value to their customers, where much of the job is compliance theater at best.

      • HPsquared 1 hour ago
        Accounting is a PvP profession. It's you against the taxman and others who want to issue fines etc.
      • ghaff 1 hour ago
        One of the main issues I had when I took accounting was that you often couldn't figure out things from first principles because the "right" way was whatever the relevant financial accounting standards board said it was. But following that standard is what companies need to do--and therefore has value--even if it's arguably arbitrary (within some general framework).
        • Verdex 1 hour ago
          Yeah ... that's kind of the point. The money doesn't exist, but the violence people will use if their money is misappropriated is very real. Accounting is loophole patch stacked on loophole patch for thousands and thousands of years.

          It's not intellectually enriching, but like it has the weight of society going back forever with dire consequences when it fails. That's not nothing even if it's boring from a technological point of view.

          I think of it sort of like git. Technically, any sort of distributed version control would have served our industry just fine. Git didn't need to win, but things are vastly simplified having basically one version control framework to rule them all.

        • design2203 1 hour ago
          I don’t really agree with this. Sure there are standards but there are underlying first principles with some quirks to make things balance.
          • ghaff 1 hour ago
            I'm not sure we really disagree. Sure, there are foundational principles but how to handle non-routine transactions aren't necessarily at all obvious.
    • afavour 2 hours ago
      Get back to me when AI is actually reliably correct about any technical field.

      Accounting exams are gatekeeping, yes. The good kind of gatekeeping where you make sure the people doing the job are actually capable. And you have avenues to punish those who fail their clients.

      > This also applies to universities

      Eh. I’d say the actual academics are about 1/3 of the university experience. The rest is networking and teaching you how to think and solve problems on a more abstract level. I’d say the people who farm that (and particularly the abstract thinking part) out to AI are going to be the ones left at disadvantage in the future. You’re completely replaceable.

      • nottorp 1 hour ago
        > Get back to me when AI is actually reliably correct about any technical field.

        For exams and other tutorial like material* the LLMs have enough public training data for it to be good enough.

        * all those vibe coded apps that are 95% boilerplate.

        • afavour 59 minutes ago
          I’m not talking about AI passing the exam, I’m talking about AI doing the actual job the exam qualifies you for.
          • nottorp 52 minutes ago
            That ain't going to happen with LLMs.

            And no one is financing anything but LLMs at the moment.

      • random9749832 2 hours ago
        At the end of the day the job market will correct itself accordingly which is what most people who bother going to university or collecting any certificate care about. And right now it is already looking bleak. https://accountancyage.com/2025/09/29/pwcs-graduate-glow-up-...

        Might be time we start adapting the pipeline into employment and start revising the importance of some of these gatekeepers before more people fall into unnecessary debt.