[HN Gopher] The AI Great Leap Forward
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       The AI Great Leap Forward
        
       Author : jodah
       Score  : 67 points
       Date   : 2026-04-08 20:10 UTC (2 hours ago)
        
 (HTM) web link (leehanchung.github.io)
 (TXT) w3m dump (leehanchung.github.io)
        
       | supliminal wrote:
       | What's the story with Klarna? Any details around it?
        
         | madrox wrote:
         | It's the punchline at the very end of the article. They ended
         | up with a different SaaS vendor.
        
           | supliminal wrote:
           | Yeah I read through it but all of that is surface level. Any
           | real insider info?
           | 
           | Not sure why I was downvoted. I read the post and the linked
           | articles.
        
       | mholm wrote:
       | Decent sentiment and analogy, but writing this with AI with
       | hackneyed examples undercuts the point
        
         | turtletontine wrote:
         | I'm noticing one hallmark of blog posts made by people who talk
         | to LLMs all day: they have 1-3 interesting points hidden in
         | paragraphs upon paragraphs beating the horse dead. Your
         | favorite LLM might tell you every thought is brilliant and all
         | your words are beautiful, but please... edit it down. At the
         | very least, out of respect for other people's time.
        
           | sph wrote:
           | Haven't you heard? Putting in effort is not cool any more.
           | The best they can do is ask an LLM to edit it down.
        
           | justherefornews wrote:
           | It's called body text or even "bread text" in some languages.
           | It was historically meant to pad the pay for bread (writers
           | got paid per word). Americans still do to this day and
           | writing and blogs reflect it as well.
        
       | IanCal wrote:
       | > Today's backyard AI looks like AI. It is not AI.
       | 
       | Getting real tired of people new to AI thinking only recent LLMs
       | are AI somehow. BoW was a pretty solid technique and that only
       | requires you to learn how to count to one.
        
         | mrbungie wrote:
         | We can thank our AI overlords like sama and damodei for that.
        
       | arisAlexis wrote:
       | The outputs were wrong 2 years ago maybe.
        
       | 348asGaq7 wrote:
       | This is a great comparison. The US dominated software industry is
       | centrally planned and in many ways run like a communist country,
       | taking into account the whims of the current chairman in
       | Washington.
       | 
       | If the chairman dictates DEI, DEI it is. Most software developers
       | put up the proper flags in their Twitter "bios" and purged
       | opponents. The same developers now queue to work for Zuckerberg's
       | "male energy" company.
       | 
       | If the chairman and the industry dictate AI, AI it is. The same
       | people who said girls and coal miners have to code now talk about
       | efficiency, products and rationalize layoffs.
       | 
       | This is the product of an industry that has been dominated by
       | bullshitters for at least two decades.
        
       | skybrian wrote:
       | If you want to show that that there's a risk of disaster you need
       | to do better than making a silly analogy. Companies will often
       | start expensive projects that fail and then they pick themselves
       | up and move on. Big, profitable companies can afford bigger
       | failures. Google has had a slew of failed projects, and Meta's
       | metaverse stuff tanked, and they're still fine. They can afford
       | to experiment.
       | 
       | So which companies are betting so big that it might actually
       | threaten them? Oracle maybe?
        
         | outside1234 wrote:
         | Seems clear to me that OpenAI at this point is a Ponzi scheme
         | waiting to collapse. This is why they are trying to IPO and
         | dump their shares on the public market before they go bankrupt.
        
           | skybrian wrote:
           | Suppose they do somehow collapse. How does that cause wider
           | problems? Their competitors will pick up customers.
        
             | layer8 wrote:
             | If they collapse, then because their value proposition
             | doesn't add up. It's unclear why that should be different
             | with their competitors then.
        
         | e3df wrote:
         | "Google has had a slew of failed projects, and Meta's metaverse
         | stuff tanked, and they're still fine. They can afford to
         | experiment."
         | 
         | Only with the blessing of shareholders. Frankly Google's search
         | box and ad-tech has been carrying all of its failed bets but at
         | some point people will start questioning if Google is returning
         | enough cash given the results of new investments. Google's
         | management does not own the cash - it holds the cash on behalf
         | of the owners.
        
       | vingilot wrote:
       | Note that the author of this blog post is also the author of a
       | soon-to-be-published Manning book on safely implementing AI
       | systems.
        
       | gbnwl wrote:
       | Liked the article in general, but
       | 
       | > These apps will win awards at the next all-hands. In two years
       | they'll be unmaintainable tech debt some poor soul inherits and
       | rewrites from scratch.
       | 
       | Huge assumption/prediction that I think is actually just wrong.
       | There's this weird assumption from a certain crowd, never
       | justified or explained, that tech debt accrued by AI is now, and
       | will forever be, impossible for AI to address, and will for some
       | reason require humans to fix. Working at pace with agents I
       | accrue tech debt every day, then go through the code nightly,
       | again with agents, to clean and tidy everything up.
       | 
       | The more I see this view espoused the more bizzare it seems.
       | People's assumptions seem to be "if AI couldn't one shot this
       | perfectly the first time, then it's useless to try to have it go
       | back over the codebase and identify and address issues". This
       | doesn't match my personal experience at all, second or third
       | passes over code with CC or Codex are almost always helpful and
       | weed out critical issues, but I'm open to hearing from the rest
       | of the HN crowd on their experiences on this.
        
         | apsurd wrote:
         | Tech debt used here is likely a catch-all term, and you're
         | disagreeing, reasonably so, with one definition.
         | 
         | I think human understanding of the surface area of a company is
         | already very unwieldy. AI balloons the surface area. at some
         | point using more AI to solve AI is reasonable! But to whatever
         | extent a human needs to interface and manage this world, that's
         | the accrued debt.
        
         | hperrin wrote:
         | AIs don't produce well organized code. They duplicate effort,
         | which is tech debt. Maybe one day they will be able to clear
         | their own tech debt. And who knows, maybe they'll still be
         | heavily subsidized by VC money then.
        
           | kvirani wrote:
           | This is just false.
        
         | deklesen wrote:
         | This also seems to implicitly assume that ai models won't get
         | better - a bet I am not willing to make currently..
        
           | gbnwl wrote:
           | Agreed. The confidence people have to predict what these
           | tools will be capable of two years down the line, when it's
           | barely been over a year since Claude Code was first released,
           | is astounding.
        
           | e3df wrote:
           | Models get better with money (reinvestment).
           | 
           | But if there aren't enough returns soon the money will
           | eventually dry up for OAI and Anthropic and Google will not
           | be trusted with their cash balance.
           | 
           | Its amazing how people here think that money is a play-thing
           | and this dance can go on forever. It cant and wont and the
           | fear-induced marketing doesnt work forever either.
        
         | gck1 wrote:
         | Agreed, but it's a bit nuanced. I'm working on a fairly complex
         | project now in a domain where I have no technical experience.
         | The first iteration of the project was complete garbage, but it
         | was garbage mainly because I asked for things to be done and
         | never asked HOW it should be done. Result? Complete, utter
         | garbage. It kinda, sorta worked, but again, I would never use
         | it in anything important.
         | 
         | Then we went through ~10 complete rewrites based on the
         | learnings from previous attempts. As we went through these
         | iterations, I became much more knowledgeable of the domain -
         | because I saw failure points, I read the resulting code and
         | because I asked the right questions.
         | 
         | Without AI, I would likely have given up after iteration 2, and
         | certainly would not do 10 iterations.
         | 
         | So the nuance here is that iterating and throwing away the
         | entire thing is going to become much cheaper, but not without
         | an engineer being in the loop, asking the right questions.
         | 
         | Note: each iteration went through dual reviews of codex and
         | opus at each phase with every finding fixed and review saying
         | everything is perfect, the best thing on earth.
        
       | deltamidway wrote:
       | Great rant! Claw based propaganda posters makes me smile.
        
       | cynicalsecurity wrote:
       | Oh god, don't get me started on this. The article goes full
       | opera-level tragedy, like we're all marching into some corporate
       | gulag where AI eats our souls and the lights go out forever. "The
       | famine comes later" my ass. It's peak doomer porn, written to
       | make you feel like the sky is falling instead of just another
       | round of executive circle jerking.
       | 
       | The corporate world has always been 80% lies, fake KPIs and
       | theatre. "Synergies", "disruptive innovation" "digital
       | transformation", same shit since the 90s. Managers don't give a
       | flying fuck about your clever moat. They wake up one day, get a
       | spreadsheet from McKinsey saying "cut 15%" and boom - your
       | undocumented wizardry gets deleted along with your badge. Nothing
       | personal, just Excel doing what Excel does.
       | 
       | Yes, the corporate bullshitry has been turbocharged with AI now.
       | But it's nothing new and nothing that much tragic. At the very
       | least the same AI can help me finally release personal projects
       | that have been collecting dust for years. Who knows what the
       | future will bring. I'd be much more worried of oil supply
       | chokehold than of AI turbo circus in the corporate world. No oil
       | means not having enough food tomorrow; or medical supplies. My
       | child might die because of this. But AI temporarily causing
       | perturbations at work is just another round of corporate theatre.
       | Been there many times.
       | 
       | Employment danger is real, but not apocalyptic. Some jobs will
       | evaporate, sure. But even as the same articles states, now once
       | thing ("AI know-how") replaced another thing ("domain knowledge
       | siloing"). The corporate machine still needs warm bodies for the
       | messy human parts: sales, talking to customers (customers hate
       | talking to a robot, what a fucking surprise), covering ass. I
       | would say, covering ass is the most important one, along with
       | delegating the project management to someone else below on the
       | corporate hierarchy, so upper management wouldn't have to work
       | and would only keep asking for status updates. They would always
       | need someone to type the actual AI requests. It's not like top
       | management or VP would ever do that, neither they would ever run
       | it automatically, since AI can delete production (happened many
       | times), and they don't want to be the scapegoats.
       | 
       | So yeah, the article is overdramatic trash for clicks. AI is just
       | another round of that circus. The "famine" won't be real, it'll
       | be a bunch of overpromises, just as usual. Same as it ever has
       | been.
        
       | tim333 wrote:
       | Comparing AI to steel production in the Great Leap Forward seems
       | unfair. It's not some communist plan - it's a capitalist free for
       | all similar to the industrial revolutions in the UK/US. It won't
       | lead to a famine, it'll lead to the chaotic creative destruction
       | capitalism usually produces.
        
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       (page generated 2026-04-08 23:01 UTC)