[HN Gopher] AI Adoption Rates Starting to Flatten Out
       ___________________________________________________________________
        
       AI Adoption Rates Starting to Flatten Out
        
       Author : toomuchtodo
       Score  : 155 points
       Date   : 2025-11-28 16:21 UTC (6 hours ago)
        
 (HTM) web link (www.apolloacademy.com)
 (TXT) w3m dump (www.apolloacademy.com)
        
       | chrismorgan wrote:
       | Given the charts, that's a _ridiculous_ claim. Just compare early
       | 2024 in the first chart, for example.
       | 
       | It's way too early to decide whether it's flattening out.
        
         | scotty79 wrote:
         | Especially interesting is the adoption by the smallest
         | companies. This means people find it still increasingly useful
         | at the grassroot level where things are actually done.
         | 
         | At larger companies adoption will probably stop at the level
         | where managers will start to be threatened.
        
           | crote wrote:
           | But what does that grassroot adoption look like in practice?
           | Is that a developer spending $250/month on Claude, or is it a
           | local corner shop using it once a month to replace their clip
           | art flyer with AI slop, and the example contract they
           | previously found via Google with some legalese gobbledygook
           | ChatGPT hallucinated?
           | 
           | Giving AI away for free to people who don't give a rat's ass
           | about the quality of its output isn't very difficult. But
           | that's not exactly going to pay your datacenter bill...
        
         | malisper wrote:
         | Three consecutive months of decline starts to look more like a
         | trend. Unless you think there's a transient issue causing the
         | decline, something fundamental has changed
        
           | chrismorgan wrote:
           | Again: compare early 2024. And that's not the only thing; the
           | second chart shows a _possible_ flattening, but by no means
           | certain yet, especially not when taken with the clear March-
           | April jump; and the first chart shows no dwindling in 1-4,
           | and clear recovery in 250+. The lie is easily put to the
           | claim the article makes:
           | 
           | > _Data from the Census Bureau and Ramp shows that AI
           | adoption rates are starting to flatten out across all firm
           | sizes, see charts below._
           | 
           | It's flat-out nonsense, and anyone with _any_ experience in
           | this kind of statistics can see it.
        
         | raincole wrote:
         | It's just printing headlines out of nothing. If it tried to
         | answer why the two graphs show such different numbers (one
         | ~14%, the other ~55%) I'd be more interested.
         | 
         | > Note: Data is six-survey moving average. The survey is
         | conducted bi-weekly. Sources: US Census Bureau, Macrobond,
         | Apollo Chief Economist
         | 
         | > Note: Ramp Al Index measures the adoption rate of artificial
         | intelligence products and services among American businesses.
         | The sample includes more than 40,000 American businesses and
         | billions of dollars in corporate spend using data from Ramp's
         | corporate card and bill pay platform. Sources: Ramp, Bloomberg,
         | Macrobond, Apollo Chief Economist
         | 
         | It seems that the real interesting thing to see here is that
         | the companies using Ramp are extremely atypical.
        
       | captainkrtek wrote:
       | No no, we just need to put even more money in.
        
       | ajkjk wrote:
       | Adoption = number of users
       | 
       | Adoption rate = first derivative
       | 
       | Flattening adoption rate = the second derivative is negative
       | 
       | Starting to flatten = the third derivative is negative
       | 
       | I don't think anyone cares what the third derivative of something
       | is when the first derivative could easily change by a macroscopic
       | amount overnight.
        
         | scotty79 wrote:
         | Not really. In this context adoption might be number of users.
         | But adoption rate is a fraction of users that adopted this to
         | all users.
        
           | ajkjk wrote:
           | Hm that's true. Both seem plausible in English. I didn't look
           | closely enough to figure out which they meant.
        
         | postexitus wrote:
         | Adoption rate is not derivative of Adoption. Rate of change is.
         | Adoption rate is the percentage of uptake (there, same order
         | with Adoption itself). It being flattening means first
         | derivative is getting close to 0.
        
           | brianshaler wrote:
           | It maps pretty cleanly to the well understood derivatives of
           | a position vector. Position (user count), velocity (first
           | derivative, change in user count over time), acceleration
           | (second derivative, speeding up or flattening of the
           | velocity), and jerk (third derivative, change in acceleration
           | such as the shift between from acceleration to deceleration)
           | 
           | It really is a beautiful title.
        
             | postexitus wrote:
             | It is not velocity, it is not change. Have you read the
             | graphs? What do you think 12% in Aug and Sep for 250+
             | Employee companies mean, that another 12% of companies
             | adopted AI or is it a flat "12% of the companies have
             | adopted in Aug, and it did not change in Sep"
        
               | brianshaler wrote:
               | > Have you read the graphs?
               | 
               | Yes. The title specifically is beautiful. The charts
               | aren't nearly as interesting, though probably a bit more
               | than a meta discussion on whether certain time intervals
               | align with one interpretation of the author's intent or
               | another.
        
             | alwa wrote:
             | It is a beautiful title and a beautiful way to think about
             | it--alas, I think gp is right: here, from the charts
             | anyway, the writer seems to mean the count of firms
             | reporting adoption (as a proportion of total survey
             | respondents).
             | 
             | Which paints a grimmer picture--I was surprised that they
             | report a marked _decline_ in adoption amongst firms of 250+
             | employees. That rate-as-first-derivative apparently turned
             | negative months ago!
             | 
             | Then again, it's awfully scant on context: does the
             | absolute number of firms tell us much about how (or how
             | productively) they're using this tech? Maybe that's for
             | their deluxe investors.
        
           | amelius wrote:
           | The function log(x) also has derivative that goes closer and
           | closer to 0.
           | 
           | However lim x->inf log(x) is still inf.
        
             | lkey wrote:
             | Is it your assertion that an 'infinite' percentage! of the
             | businesses will use AI on a long enough time scale?
             | 
             | If you need everything to be math, at least have the
             | courtesy to use the
             | https://en.wikipedia.org/wiki/Logistic_function and not
             | unbounded logarithmic curves when referring to on our very
             | finite world.
        
           | ajkjk wrote:
           | I agree, I think I misunderstood their wording.
           | 
           | In which case it's at least funny, but maybe subtract one
           | from all my derivatives.. Which kills my point also. Dang.
        
         | silveraxe93 wrote:
         | While there's an extreme amount of hype around AI, it seems
         | there's an equal amount of demand for signs that it's a bubble
         | or it's slowing down.
        
           | emp17344 wrote:
           | Well, that's only because it exhibits all the signs of a
           | bubble. It's not exactly a grand conspiracy.
        
         | crote wrote:
         | Looking at the graphs in the linked article, a more accurate
         | title would probably be "AI adoption has stagnated" - which _a
         | lot_ of people are going to care about.
         | 
         | Corporate AI adoption looks to be hitting a plateau, and
         | adoption in large companies is even _shrinking_. The only
         | market still showing growth is companies with fewer than 5
         | employees - and even there it 's only linear growth.
         | 
         | Considering our economy is pumping _billions_ into the AI
         | industry, that 's pretty bad news. If the industry isn't
         | rapidly growing, why are they building all those data centers?
         | Are they just setting money on fire in a desperate attempt to
         | keep their share price from plummeting?
        
           | prmph wrote:
           | When all the dust settles, I think it's probably going to be
           | the biggest bubble ever. The unjustified hype is
           | unbelievable.
           | 
           | For some reason I can't even get Claude Code (Running GLM
           | 4.6) to do the simplest of tasks today without feeling like I
           | want to tear my hair out, whereas it used to be pretty good
           | before.
           | 
           | They are all struggling mightily with the economics, and I
           | suspect after each big announcement of a new improved model
           | x.y.z where they demo shiny so called advancement, all the
           | major AI companies heavily throttle their models in use to
           | save a buck.
           | 
           | At this point I'm seriously considering biting the bullet and
           | avoiding all use of AI for coding, except for research and
           | exploring codebases.
           | 
           | First it was Bitcoin, and now this, careening from one hyper-
           | bubble to a worse one.
        
         | kordlessagain wrote:
         | You could use that logic to dismiss any analysis of any
         | trajectory ever.
         | 
         | Perfectly excusable post that says absolutely nothing about
         | anything.
        
         | dragonwriter wrote:
         | > Adoption = number of users
         | 
         | > Adoption rate = first derivative
         | 
         | If you mean with respect to time, wrong. The denonimator in
         | adoption rate that makes it a "rate" is the number of existing
         | businesses, not time. It is adoption scaled to the universe of
         | businesses, not the rate of change of adoption over time.
        
           | LPisGood wrote:
           | The adoption rate is the rate of adoption over time.
        
             | wtallis wrote:
             | One could try to make an argument that "adoption rate"
             | _should_ mean change in adoption over time, but the meaning
             | as used in this article is unambiguously _not that_. It 's
             | just percentages, not time derivatives, as clearly shown by
             | the vertical axis labels.
        
               | brianshaler wrote:
               | There's another axis on the charts.
        
             | pclmulqdq wrote:
             | Normally, the adoption rate of something is the percentage
             | ratio of adopters to non-adopters.
        
         | tarsinge wrote:
         | I don't understand, how can adoption rate change overnight if
         | its derivative is negative? Trying to draw a parallel to get
         | intuition, if adoption is distance, adoption rate speed, and
         | the derivative of adoption rate is acceleration, then if I was
         | pedal to the floor but then release the pedal and start
         | braking, I'll not lose the distance gained (adoption) but my
         | acceleration will flatten then get negative and my speed
         | (adoption rate) will ultimately get to 0 right? Seems pretty
         | significant for an industry built on 2030 projections.
        
           | ajkjk wrote:
           | One announcement from a company or government can suddenly
           | change the derivative discontinuously.
           | 
           | Derivatives irl do not follow the rules of calculus that you
           | learn in class because they don't have to be continuous. (you
           | could quibble that if you zoom in enough it can be regarded
           | as continuous.. But you don't gain anything from doing that,
           | it really does behave discontinuous)
        
             | Neywiny wrote:
             | Not sure what kinda calculus you took at least here in the
             | states it's very standard to learn about such functions in
             | class, and yes there is a difference between discontinuous
             | and the slope being really large (though finite) for a
             | brief period of time
        
               | ajkjk wrote:
               | You rarely study delta and step functions in an
               | introductory calculus class. In this case the first
               | derivative would be a step function, in the sense that
               | over any finite interval it appears to be discontinuous.
               | Since you can only sample a function in reality there's
               | no distinguishing the discontinuous version from its
               | smooth approximation.
               | 
               | (I suppose a rudimentary version of this is taught in
               | intro calc. It's been a long time so I don't really
               | remember.)
        
               | Neywiny wrote:
               | I'm sure it depends on who's teaching the class and what
               | curriculum they follow, but we were doing piecewise
               | linear functions well before differentiation so I think I
               | do actually disagree as per your caveat. It's also
               | possible that the courses triaged different material. As
               | a calc for engineers not calc for math majors taker, my
               | experience may have been heavier on deltas and steps.
        
               | alwa wrote:
               | Not to be all "do you know who X is," but I did have to
               | chuckle a little when I saw who it is that you're
               | teaching differentiation to here...
        
             | umanwizard wrote:
             | Derivatives in actual calculus don't have to be continuous
             | either. Consider the function defined by f(x) = x^2
             | sin(1/x) for x != 0; f(0) = 0.
             | 
             | The derivative at 0 exists and is 0, because lim h-> 0 (h^2
             | sin(1/h))/h = lim h-> 0 (h sin(1/h)), which equals 0
             | because the sin function is bounded.
             | 
             | When x !=0, the derivative is given by the product and
             | chain rules as 2x sin(1/x) - cos(1/x), which obviously
             | approaches no limit as x-> 0, and so the derivative exists
             | but is discontinuous.
        
             | alwa wrote:
             | As seems to have sort of happened between March and April
             | of this year, at least from the Ramp chart in TFA. I wonder
             | what that was about.
        
             | lucianbr wrote:
             | Person who draws comparison from current situation to
             | derivatives points out that derivatives rules don't apply
             | to current situation.
             | 
             | Awesome stuff.
        
               | ajkjk wrote:
               | I don't understand your point. It seemed like the person
               | I was replying to didn't understand how both claims could
               | be simultaneously true so I was elaborating.
        
         | didgeoridoo wrote:
         | Yeah, what a jerk.
        
           | felipellrocha wrote:
           | Hehehehehheeh
        
           | voxleone wrote:
           | You win today.
        
             | voxleone wrote:
             | I can't believe i was down voted for this silly comment on
             | a third derivative pun. Get a life, techie.
        
         | benatkin wrote:
         | I think it might be answering long-term questions about direct
         | chat use of AIs. Of course as AI goes through its macroscopic
         | changes the amount it gets used for each person will increase,
         | however some will continue to avoid using AI directly, just
         | like I don't fully use GPS navigation but I benefit from it
         | whether I like it or not when others are transporting me or
         | delivering things to me.
        
       | xgulfie wrote:
       | If I was openAI or whatever I would be investing in circular
       | partnerships with claude or whatever, claim agentic use should be
       | considered the same as real users, then have each other's LLM
       | systems use each other and finally achieve infinite, uncapped
       | user growth
        
       | anon191928 wrote:
       | so no expot. growth? who would have guess?
       | 
       | /s
        
       | malisper wrote:
       | From the chart, the percentage of companies using AI has been
       | going down over the past couple of months
       | 
       | That's a massive deal because the AI companies today are valued
       | on the assumption that they'll 10x their revenue over the next
       | couple of years. If their revenue growth starts to slow down,
       | their valuations will change to reflect that
        
         | adventured wrote:
         | This bubble phase will play out just as the previous have in
         | tech: consolidation, most of the value creation will go to a
         | small group of companies. Most will die, some will thrive.
         | 
         | Companies like Anthropic will not survive as an independent.
         | They won't come close to having enough revenue & profit to
         | sustain their operating costs (they're Lyft to Google or
         | OpenAI's Uber, Anthropic will never reach the scale needed to
         | roll over to significant profit generation). Its fair value is
         | 1/10th or less what it's being valued at currently (yes because
         | I say so). Anthropic's valuation will implode to reconcile
         | that, as the market for AI does. Some larger company will scoop
         | them up during the pain phase, once they get desperate enough
         | to sell. When the implosion of the speculative hype is done,
         | the real value creation will begin thereafter. Over the
         | following two or three decades a radical amount of value will
         | be generated by AI collectively, far beyond anything seen
         | during this hype phase. A lot of lesser AI companies will
         | follow the same path as Anthropic.
        
       | simonw wrote:
       | Apollo published a similar chart in September 2025:
       | https://www.apolloacademy.com/ai-adoption-rate-trending-down... -
       | their headline for that one was "AI Adoption Rate Trending Down
       | for Large Companies".
       | 
       | I had fun with that one getting GPT-5 and ChatGPT Code
       | Interpreter to recreate it from a screenshot of the chart and
       | some uploaded census data:
       | https://simonwillison.net/2025/Sep/9/apollo-ai-adoption/
       | 
       | Then I repeated the same experiment with Claude Sonnet 4.5 after
       | Anthropic released their own code interpreter style tool later on
       | that same day: https://simonwillison.net/2025/Sep/9/claude-code-
       | interpreter...
        
       | runako wrote:
       | Without weighing in on the accuracy of this claim, this would be
       | an expected part of the maturity cycle.
       | 
       | Compare to databases. You could probably have plotted a chart of
       | database adoption rates in the '90s as small companies started
       | running e.g. Lotus Notes, FoxPro and SQL server everywhere to
       | build in-house CRMs and back-office apps. Those companies still
       | operate those functions, but now most small businesses do not run
       | databases themselves. Why manage SQL Server when you can just pay
       | for Salesforce and Notion with predictable monthly spend?
       | 
       | (All of this is more complex, but analogous at larger companies.)
       | 
       | My take is the big rise in AI adoption, if it arrives, will
       | similarly be embedded inside application functions.
        
         | ghaff wrote:
         | People push back against comments like these. But, as you
         | suggest, the win isn't about individual developers potentially
         | increasing their productivity by some inflated amount. It's
         | about baking more prediction and automation into more tools
         | that people who aren't developers use. Which is probably part
         | of where the general meme of lack of interest in entry level
         | programmers come from.
        
           | runako wrote:
           | Actually surprising when programmers (especially) push back.
           | A couple years ago, people were doing copy/paste from ChatGPT
           | to their IDEs. Now, they generally work at a higher level of
           | abstraction in dedicated tools like Coded or Cursor. Why
           | would other functions prefer the copy/paste lifestyle?
        
       | thesumofall wrote:
       | They show two different surveys that are supposed to show the
       | same underlying truth but differ by a factor of 3x? For the Ramp
       | survey: why the sudden jump from 30% to 50% in March? For the
       | Census one: How could it possibly be that only 12% of companies
       | with more than 250 people ,,adopted" (whatever that means) AI? It
       | would be interesting if it were true but these charts don't make
       | any sense at all to me
        
         | tripletao wrote:
         | The Census Bureau asks if firms are using AI "to help produce
         | goods or services". I guess that's intended to exclude not-yet-
         | productive investigations, and maybe also indirect uses--does
         | LLM-powered OCR for the expense reports for the travelling
         | sales representatives for a widget factory count? That's all
         | vague enough that I guess it works mostly as a sentiment check,
         | where the absolute value isn't meaningful but the time trend
         | might be.
         | 
         | The Ramp chart seems to use actual payment information from
         | companies using their accounting platform. That should be more
         | objective, though they don't disclose much about their
         | methodology (and their customers aren't necessarily
         | representative, the purpose and intensity of use aren't
         | captured at all, etc.).
         | 
         | https://ramp.com/data/ai-index
        
           | ac29 wrote:
           | > The Census Bureau asks if firms are using AI "to help
           | produce goods or services"
           | 
           | That's odd. I use AI tools at work occasionally, but since
           | our business involves selling physical goods, I guess we
           | would not count as an AI adopter in this survey.
        
       | sublinear wrote:
       | I'm more interested in what the implications are for the economy
       | and what this next AI winter looks like.
       | 
       | What happens to all the debt? Was all this just for chatbots that
       | are finally barely good enough for satnav and image gen that does
       | slightly better photoshop that the layperson can use?
        
       | 7moritz7 wrote:
       | The least volatile dataset, employee count 1-4 businesses, is
       | steadily climbing in adoption. I feel like as long as the
       | smallest businesses (so the most agile, non-enterprise software
       | ones) increase in adoption, other sizes will follow.
        
       | mattas wrote:
       | Not to be lost, but the first chart is actually a 3-month moving
       | average. Surprised they buried that in the notes and didn't
       | simply include it in the chart title. "Note: Data is six-survey
       | moving average. The survey is conducted bi-weekly. Sources: US
       | Census Bureau, Macrobond, Apollo Chief Economist"
        
       | whinvik wrote:
       | I think what is happening is that people are realizing AI is not
       | just plug and play. It can do amazing things but needs
       | engineering around it.
       | 
       | I think what will happen is in parallel more products will be
       | built that address the engineering challenges and the models will
       | keep getting better. I don't know though if that will lead to
       | another hockey stick or just slow and steady.
        
       | emp17344 wrote:
       | My guess is AI will find niches where it provides productivity
       | boosts, but won't be as useful in the majority of fields. Right
       | now, AI works pretty well for coding, and doesn't really excel
       | anywhere else. It's not looking like it will get good enough to
       | disrupt the economy at large.
        
         | mwkaufma wrote:
         | Aside from financially-motivated "testimonials," there's no
         | broad evidence that it even works that well for coding, with
         | many studies even showing the opposite. Damning with faint
         | praise.
        
           | turtletontine wrote:
           | I think what's clear is many people _feel_ much more
           | productive coding with LLMs, but perceived and actual
           | productivity don't necessarily correlate. I'm sure results
           | vary quite a bit.
           | 
           | My hunch is that long term value might be quite low: a few
           | years into vibe coding huge projects, developers might hit a
           | wall with a mountain of slop code they can no longer manage
           | or understand. There was an article here recently titled
           | "vibe code is legacy code" which made a similar argument.
           | Again, results surely vary wildly
        
             | mwkaufma wrote:
             | It feels like it's creating economic activity in the tech
             | sector the same way that walking down the street and
             | smashing everyone's windshields would create economic
             | activity for local auto shops.
        
           | data-ottawa wrote:
           | It depends on a lot of things.
           | 
           | I know JavaScript on a pretty surface level, but I can use
           | Claude to wire up react and tailwind, and then my experience
           | with all the other programming I've done gives me enough
           | intuition to clean it up. That helps me turn rough things
           | into usable tools that can be reused or deployed in small
           | scale.
           | 
           | That's a productivity increase for sure.
           | 
           | It has not helped me with the problems that I need to spend
           | 2-5 days just thinking about and wrapping my head around
           | solutions to. Even if it does come up with solutions that
           | pass tests, they still need to be scrutinized and rewritten.
           | 
           | But the small tasks it's good at add up to being worth the
           | price tag for a subscription.
        
             | lmf4lol wrote:
             | Do you feel like you begin to _really_ understand React and
             | Tailwind? Major tools that you seem to use now.
             | 
             | Do you feel that you will become so well-versed in it that
             | you will be able to debug weird edge cases in the future?
             | 
             | Will you be able to reason about performance? Develop deep
             | intuition why pattern X doesn't work for React but pattern
             | Y does. etc?
             | 
             | I personally learned for myself that this learning is not
             | happening. My knowledge of tools that I used LLMs for
             | stayed pretty superficial. I became dependent on the
             | machine.
        
       | adventured wrote:
       | The average person has no idea what to use AI for to get
       | substantial value out of what it can now do.
       | 
       | It's the switch between: know which service to use, consider
       | capabilities, try to get AI to do a thing, if you even have a
       | thing that needs done that it can do; versus: AI just does a
       | thing for you, requiring little to no thought. Very active vs
       | very passive. Use will go up in direct relation to that
       | changeover. The super users are already at peak, they're fully
       | engaged. A software developer wants a very active relationship
       | with their AI; Joe Average does not.
       | 
       | The complexity has to vanish entirely. It's the difference
       | between hiding the extraordinary engineering that is Google
       | search behind a simple input box, and making users select a
       | hundred settings before firing off a search. Imagine if the
       | average search user needed to know something meaningful about the
       | capabilities of Google search or search in general, before using
       | it. Prime Google search (~1998-2016) obliterated the competition
       | (including the portals) with that one simple search box, by
       | shifting all the complexity to the back-end; they made it so
       | simple the user really couldn't screw anything up. That's also
       | why ChatGPT got so far so fast: input box, type something,
       | complexity mostly hidden.
        
       | ineedasername wrote:
       | What is their definition of adoption? A company where every
       | employee has some level of access to AI is the bare minimum of
       | "full adoption" for a given company but a threadbare one.
       | 
       | A company that has implemented most current AI technologies in
       | their applicable areas in known-functionally capabilities? That
       | is a vastly larger definition of Full Adoption.
       | 
       | It's the different between access and full utilization. The gulf
       | is massive. And I'm not aware of any major company, or really
       | any, that have said, "yep, we're done, we're doing everything we
       | think we can with AI and we're not going to try to improve upon
       | it."
       | 
       | Implementation of acquired capabilities, implementations... Very
       | early days. And it appears this study's definition is more like
       | user access, not completed implementations. Somewhat annoyingly,
       | I receive 3 or 4 calls a day, sometimes on weekends, from
       | contracting firms looking for leads, TPMs, ML/Data scientists
       | with genai / workflow experience. 3 months ago, without having
       | done anything to put my name out any more that however it had
       | been found before that, I was only getting 1 ever day or two.
       | 
       | I don't think this study is using a useful definition for what
       | they intend to measure. It is certainly not capturing more than a
       | fraction of activity.
        
         | prmph wrote:
         | Does it really matter? In this case, it is the perception that
         | matters. If companies _feel_ that AI is not quite as helpful as
         | they thought it might, even if they have not maxed out what
         | they theoretically could do with it, then that is all that
         | matter in trying to get sense of where this might go
        
       | pinkmuffinere wrote:
       | What a shitty plot. Here are the sins I count:
       | 
       | 1. No y axis label.
       | 
       | 2. It supposedly plots a "rate", but the time interval is
       | unspecified. Per second? Per month? Per year? Intuitively my best
       | guess is that the rate is per-year. However that would imply the
       | second plot believes we are very near to 100% adoption, which I
       | think we know is false. So what is this? Some esoteric time
       | interval like bi-yearly?
       | 
       | 3. More likely, it is not a rate at all, but instead a plot of
       | total adoption. In this case, the title is chosen _very_ poorly.
       | The author of the plot probably doesn't know what they're looking
       | at.
       | 
       | 4. Without grid lines, it's very hard to read the data in the
       | middle of the plot.
        
         | kbelder wrote:
         | There is no need for a 'rate' to be against a time interval.
         | The conversion rate of an email is purchases / emails sent. The
         | fatality rate of a disease is casualties / people infected. It
         | really just means a ratio.
        
           | mcswell wrote:
           | Ok, but in this case, a ration between what and what?
        
             | kbelder wrote:
             | The number of businesses that adopted AI versus the number
             | of businesses.
        
       | lmf4lol wrote:
       | The number of use cases for which I use AI is actually rapidly
       | decreasing. I don't use it anymore for coding, I don't use it
       | anymore for writing, I don't use it anymore for talking about
       | philosophy, etc. And I use 0 agents. even though I am (was) the
       | author of multiple MCP servers. It's just all too brittle and too
       | annoying. I feel exhausted when talking to much to those
       | "things".... I am also so bored of all those crap papers being
       | published about LLM. Sometimes, there are some gems but its all
       | so low-effort. LLM papers bore the hell out of me...
       | 
       | Anyway, By cutting out AI for most of my stuff, I really improved
       | my well-being. I found the joy back in manual programming,
       | because I am one of the few soon that will actually understand
       | stuff :-). I found the joy in writing with a fountain pen in a
       | notebook and since then, I retain so much more information. Also
       | a great opportunity for the future, when the majority will be
       | dumbed down even more. And for philosophical interaction. I
       | joined an online University and just read the actual books of the
       | great thinkers and discuss them with people and knowledgable
       | teachers.
       | 
       | For what I use AI still is to correct my sentences (sometimes)
       | :-).
       | 
       | It's kinda the same than when I cut all(!) Social Media a while
       | ago. It was such a great feeling to finally get rid ot all those
       | mind-screwing algorithms.
       | 
       | I don't blame anyone if they use AI. Do what you like.
        
         | ciconia wrote:
         | > I don't use it anymore for coding
         | 
         | I'm curious, can you expand on this? Why did you start using
         | coding agents, and why did you stop?
        
           | estebarb wrote:
           | I cannot talk for OP, but I have been researching ways to
           | make ML models learn faster, which obviously is a path that
           | will be full of funny failures. I'm not able to use ChatGPT
           | or Gemini to edit my code, because they will just replace my
           | formulas with SimCLR and call it done.
        
             | RealityVoid wrote:
             | That's it, these machines don't have an original thought in
             | there. They have a lot of data so they seem like they know
             | stuff, they clearly know stuff you don't.But go off the
             | beaten path and they gently but annoyingly try to steer you
             | back.
             | 
             | And that's fine for some things. Horrible if you want to do
             | non-conventional things.
        
           | lmf4lol wrote:
           | I started to code with them when Cursor came out. I've built
           | multiple projects with Claude and thought that this is the
           | freaking future. Until all joy disappeared and I began to
           | hate the whole process. I felt like I didn't do anything
           | meaningful anymore, just telling a stupid machine what I want
           | and let it produce very ugly output. So a few months, I just
           | stopped. I went back to VIM even....
           | 
           | I am pretty idealistic coder, who always thought of it as an
           | art in itself. And using LLMs robbed me of the artistic
           | aspect of actually creating something. The process of
           | creating is what I love and like and what gives me
           | inspiration and energy to actually do it. When a machine robs
           | me of that, why would I continue to do it? Money then being
           | the only answer... A dreadful existence.
           | 
           | I am not a Marxist, probably bceause I don't really
           | understand him, but I think LLM is "detachment of work"
           | applied to coders IMHO. Someone should really do a
           | phenomenological study on the "Dasein" of a coder with LLM.
           | 
           | Funnily, I don't see any difference in productivity at all. I
           | have my own company and I still manage to get everything done
           | on deadline.
        
             | sumedh wrote:
             | > let it produce very ugly output.
             | 
             | Did you try changing your prompts?
        
             | malkia wrote:
             | I'll need to read more about this ("Dasein") as I was not
             | aware of it. Yesterday our "adoptive" family had a very
             | nice Thanksgiving, and we were considered youngesters
             | (close to our 50s) among our hosts & guests and this came
             | multiple times when we were discussing AI among many other
             | things - "The joy of work", the "human touch", etc. I
             | usually don't fall for these "nice feel" talks, but now
             | that you mentioned this it hit me. What would I do if
             | something like AI completely replace me (if ever).
             | 
             | Thank you, and sorry my thoughts are all over...
        
         | seanmcdirmid wrote:
         | The economics of the force multiplier is too high to ignore,
         | and I'm guessing an SWEs who don't learn how to use it
         | consistently and effectively will be out of the job market in 5
         | or so years.
        
           | data-ottawa wrote:
           | I'm sceptical
           | 
           | The models seem to still (claude opus 4.5) not get things
           | right, and miss edge cases, and work code in a way that's not
           | very structured.
           | 
           | I use them daily, but I often have to rewrite a lot to
           | reshape the codebase to a point where it makes sense to use
           | the model again.
           | 
           | I'm sure they'll continue to get better, but out of a job
           | better in 5 years? I'm not betting on it.
        
             | seanmcdirmid wrote:
             | Ya, you have to shape your code base, not just that but get
             | your AI to document your code base and come with some sort
             | of pipeline to have different AI check things.
             | 
             | It's fine to be skeptical, and I definitely hope I'm wrong,
             | but it really is looking bad for SWEs who don't start
             | adopting at this point. It's a bad bet in my opinion, at
             | least have your F-u money built up in 5 if you aren't going
             | full in on it.
        
           | risyachka wrote:
           | There is nothing to learn, the entry barrier is zero. Any SWE
           | can just start using it when they really need to.
        
             | masfuerte wrote:
             | Some of us will need time to learn to give less of a shit
             | about quality.
        
               | seanmcdirmid wrote:
               | Or you could learn how to do it the right way with
               | quality intact. But it's definitely your choice.
        
           | kibwen wrote:
           | Back in the early 2000s the sentiment was that IDEs were a
           | force multiplier that was too high to ignore, and that anyone
           | not using something akin to Visual Studio or Eclipse would be
           | out of a job in 5 or so years. Meanwhile, 20 years later, the
           | best programmers you know are still using Vim and Emacs.
        
             | alephnerd wrote:
             | But the vast majority are still using an IDE - and I say
             | this as someone who has adamantly used Vim with plugins for
             | decades.
             | 
             | Something similar will happen with agentic workflows -
             | those who aren't already productive with the status quo
             | will have to eventually adopt productivity enhancing
             | tooling.
             | 
             | That said, it isn't too surprising if the rate of AI
             | adoption starts slowing down around now - agentic tooling
             | has been around for a couple years now, so it makes sense
             | that some amount of vendor/tool rationalization is kicking
             | in.
        
               | lmf4lol wrote:
               | I think no one can predict what will happen. We need to
               | wait until we can empirically observe who will be more
               | productive on certain tasks.
               | 
               | Thats why I started with AI coding. I wanted to hedge
               | against the possibility that this takes off and I am
               | useless. But it made me sad as hell and so I just said:
               | Screw it. If this is the future, I will NOT participate.
        
               | seanmcdirmid wrote:
               | That's fine, but you don't want to be blind sided by
               | changes in the industry. If it's not for you, have a plan
               | B career lined up so you can still put food on the table.
               | Also, if you are good at old fashioned SE and AI, you'll
               | be OK either way.
        
               | evanelias wrote:
               | It remains to be seen whether these tools are actually a
               | net enhancement to productivity, especially accounting
               | for longer-term / bigger-picture effects --
               | maintainability, quality assurance, user support,
               | liability concerns, etc.
               | 
               | If they do indeed provide a boost, it is clearly not very
               | massive so far. Otherwise we'd see a huge increase in the
               | software output of the industry: big tech would be
               | churning out new products at a record rate, tons of
               | startups would be reaching maturity at an insane clip in
               | every imaginable industry, new FOSS projects would be
               | appearing faster than ever, ditto with forks of existing
               | projects.
               | 
               | Instead we're getting an overall erosion of software
               | quality, and the vast majority of new startups appear to
               | just be uninspired wrappers around LLMs.
        
               | alephnerd wrote:
               | I'm not necessarily talking about AI code agents or AI
               | code review (workflows which I think are difficult for
               | agentic workflows to really show a tangible PoV against
               | humans, but I've seen some of my portfolio companies
               | building promising capabilities that will come out of
               | stealth soon), but various other enhancements such as
               | better code and documentation search, documentation
               | generation, automating low sev ticket triage, low sev
               | customer support, etc.
               | 
               | In those workflows and cases where margins and dollar
               | value provided is low, I've seen significant uptake of AI
               | tooling where possible.
               | 
               | Even reaching this point was unimaginable 5 years ago,
               | and is enough to show workflow and dollar value for
               | teams.
               | 
               | To use another analogy, using StackOverflow or Googling
               | was viewed derisively by neckbeards who constantly
               | spammed RTFD back in the day, but now no developer can
               | succeed without being able to be a proficient searcher.
               | And a major value that IDEs provided in comparison to
               | traditional editors was that kind of recommendation
               | capability along with code quality/linting tooling.
               | 
               | Concentrating on abstract tasks where the ability to
               | benchmark between human and artificial intelligence is
               | difficult means concentrating on the trees while missing
               | the forest.
               | 
               | I don't foresee codegen tools replacing experienced
               | developers but I do absolutely see them reducing _a lot_
               | of ancillary work that is associated with the developer
               | lifecycle.
        
               | evanelias wrote:
               | > I've seen significant uptake of AI tooling where
               | possible.
               | 
               | Uptake is orthogonal to productivity gain. Especially
               | when LLM uptake is literally being forced upon employees
               | in many companies.
               | 
               | > I do absolutely see them reducing a lot of ancillary
               | work that is associated with the developer lifecycle.
               | 
               | That may be true! But my point is they also _create_ new
               | overhead in the process, and the net outcome to _overall_
               | productivity isn 't clear.
               | 
               | Unpacking some of your examples a bit --
               | 
               | Better code and documentation search: this is indeed
               | beneficial to productivity, but how is it an agentic
               | workflow that requires individual developers to adopt and
               | become productive with, relative to the previous status
               | quo?
               | 
               | Documentation generation: between the awful writing style
               | and the lack of trustworthiness, personally I think these
               | easily _reduce_ overall productivity, when accounting for
               | humans consuming the docs. Or in the case of AI consuming
               | docs written by other AI, you end up with an ever-
               | worsening cycle of slop.
               | 
               | Automating low sev ticket triage: Potentially beneficial,
               | but we're not talking about a revolutionary leap in
               | overall team/org/company productivity here.
               | 
               | Low sev customer support: Sounds like a good way to
               | infuriate customers and harm the business.
        
             | malkia wrote:
             | It depends where you work. In gaming, the best programmers
             | I know might not even touch the command-line / Linux, and
             | their "life" depens on Visual Studio... Why? Because the
             | eco-system around Visual Studio / Windows and how game
             | console devkits work is pretty much tied - while
             | Playstation is some kind of BSD, and maybe Nintendo - all
             | their proper SDKs are just for Windows and tied around
             | Visual Studio (there are some studios that are the
             | exceptions, but rare).
             | 
             | I'm sure other industries would have their similar
             | examples. And then the best folks in my direct team
             | (infra), much smaller - are the command-line,
             | Linux/docker/etc. guys that use mostly VSCode.
        
             | sanswork wrote:
             | As someone that uses vim full time all that happened is
             | people started porting all the best features of IDEs over
             | to vim/emacs as plugins. So those people were right it's
             | just the features flowed.
             | 
             | Pretty sure you can count the number of professional
             | programmers using vanilla vim/neovim on one hand.
        
           | scuff3d wrote:
           | They'll be more employable, not less. Since they're the only
           | ones who will be able to fix the huge mess left behind by the
           | people relying on them.
        
           | fpauser wrote:
           | Don't think so.
        
         | ToucanLoucan wrote:
         | I _technically_ use it for programming, though really for two
         | broad things:
         | 
         | * Sorting. I have never been able to get my head around sorting
         | arrays, especially in the Swift syntax. Generating them is
         | awesome.
         | 
         | * Extensions/Categories in Swift/Objective C. "Write me an
         | extension to the String class that will accept an array of
         | Int8s as an argument, and include safety checks." Beautiful.
         | 
         | That said I don't know why you'd use it for anything more.
         | Sometimes I'll have it generate like, the skeleton of something
         | I'm working on, a view controller with X number of outlets of Y
         | type, with so and so functions stubbed in, but even that's
         | going down because as I build I realize my initial idea can be
         | improved.
        
           | malkia wrote:
           | I've been using LLMs as calculators for words, like they can
           | summarize, spot, correct, but often can be wrong about this -
           | especially when I have to touch language I haven't used in a
           | while (Python, Powershell, Rust as recent examples), or sub-
           | system (SuperPrefetch on WIndows, Or why audio is dropping on
           | coworker's machines when they run some of the tools, and like
           | this... don't ask me why), and all kinds of obscure subjects
           | (where I'm sure experts exists, but when you need them they
           | are not easy (as in "nearby") to reach for, and even then
           | might not help)
           | 
           | But now my grain of salt has increased - it's still helpful,
           | but much like a real calculator - there is limit (in
           | precision), and what it can do.
           | 
           | For one it still can't make good jokes :) (my litmus test)
        
         | redwood wrote:
         | I liken it to a drug that feels good over the near term but has
         | longer term impacts.. sometimes you have to get things out of
         | your system. It's fun while it lasts and then the novelty wears
         | off. (And just as some people have the tolerance to do drugs
         | for much longer periods of time than others, I think the same
         | is the case for AI)
        
         | smt88 wrote:
         | No one uses agents. They're a myth that Marc Benioff willed
         | into existence. No one who regularly uses LLMs would ever trust
         | one to do unattended work.
        
         | fpauser wrote:
         | This is also my experience with (so called) AI. Coding with AI
         | feels like working with a dumb colleague that constantly
         | forgets. It feels so much better to manually write code.
        
         | dinvlad wrote:
         | This is the best take
        
       | maxlamb wrote:
       | Why would they not define what adoption rate mean? And why is
       | "Ramp AI adoption rates" 3-4x just "AI adoption rates"?
        
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