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AI-generated “workslop” is destroying productivity?

https://hbr.org/2025/09/ai-generated-workslop-is-destroying-productivity
109•McScrooge•2h ago

Comments

mallowdram•2h ago
"transfers the effort from creator to receiver."

AI is functionally equivalent to disinformation as it automates the dark matter of communication/language, transfers the status back to the recipient, it teaches receivers that units contents are no longer valid in general and demands a tapeworm format to replace what is being trained on.

backprop1989•2h ago
What’s a tapeworm format?
lazystar•1h ago
maybe chatgpt can help us understand it better
mallowdram•1h ago
chat can't grasp what it hasn't been trained to automate.
mallowdram•1h ago
Whatever the training can't assimilate, yet can be transmitted by users as analytic statements.
oblio•1h ago
I'm not sure I understand this. Maybe an example would help, please?
httpsoverdns•1h ago
Are you able to read this article without paying, or do you only get this one paragraph summary?
c-linkage•1h ago
Check for no-script or ad-blockers. I could read in Chrome but not Firefox.
donatj•1h ago
My friends job of late has basically become reviewing AI-generated slop his non-technical boss is generating that mostly seems to work and proving why it's not production-ready.

Last week he was telling me about a PR he'd received. It should have been a simple additional CRUD endpoint, but instead it was a 2,000+ loc rats nest adding hooks that manually manipulated their cache system to make it appear to be working without actually working.

He spent most of his day explaining why this shouldn't be merged.

More and more I think Brandolini's law applies directly to AI-generated code

> The amount of [mental] energy needed to refute ~bullshit~ [AI slop] is an order of magnitude bigger than that needed to produce it.

jjgreen•1h ago
Ship it!
matheusmoreira•1h ago
> He spent most of his day explaining why this shouldn't be merged.

"Explain to me in detail exactly how and why this works, or I'm not merging."

This should suffice as a response to any code the developer did not actively think about before submitting, AI generated or not.

mholm•1h ago
"You're absolutely right— This code works by [...]"
padjo•1h ago
If it ever stops leading with a cheery affirmation we’re doomed.
latexr•1h ago
I think you might’ve missed this part from the post:

> AI-generated slop his non-technical boss is generating

It’s his boss. The type of boss who happily generates AI slop is likely to be the type of person who wants things done their way. The employee doesn’t have the power to block the merge if the boss wants it, thus the conversation on why it shouldn’t be merged needs to be considerably longer (or they need to quit).

givemeethekeys•1h ago
The nephew has no programming knowledge.

He wants to build a website that will turn him into a bazillionaire.

He asks AI how to solve problem X.

AI provides direction, but he doesn't quite know how to ask the right questions.

Still, the AI manages to give him a 70% solution.

He will go to his grave before he learns enough programming to do the remaining 30% himself, or, understand the first 70%.

Delegating to AI isn't the same as delegating to a human. If you mistrust the human, you can find another one. If you mistrust the AI, there aren't many others to turn to, and each comes with an uncomfortable learning curve.

zarmin•38m ago
In the early aughts, I was so adept at navigating my town because I delivered pizza. I could draw a map from memory. My directional skills were A+.

Once GPS became ubiquitous, I started relying on it, and over about a decade, my navigational skills degraded to the point of embarrassment. I've lived in the same major city now for 5 years and I still need a GPS to go everywhere.

This is happening to many people now, where LLMs are replacing our thinking. My dad thinks he is writing his own memoirs. Yeah pop, weird how you and everyone else just started using the "X isn't Y, it's Z" trope liberally in your writing out of nowhere.

It's definitely scary. And it's definitely sinister. I maintain that this is intentional, and the system is working the way they want it to.

oblio•1h ago
https://www.joelonsoftware.com/2000/05/26/reading-code-is-li...

https://www.joelonsoftware.com/2000/04/06/things-you-should-... (read the bold text in the middle of the article)

These articles are 25 years old.

fzeroracer•44m ago
Sadly, I've seen multiple well-known developers here on HN argue that reading code in fact isn't hard and that it's easy to review AI-generated code. I think fundamentally what AI-generated code is doing is exposing the cracks in many, many engineers across the board that either don't care about code quality or are completely unable to step back and evaluate their own process to see if what they're doing is good or not. If it works it works and there's no need to understand why or how.
RobinL•35m ago
I largely agree. As a counterpoint, today I delivered a significant PR that was accepted easily by the lead dev with the following approach:

1. Create a branch and vibe code a solution until it works (I'm using codex cli)

2. Open new PR and slowly write the real PR myself using the vibe code as a reference, but cross referencing against existing code.

This involved a fair few concepts that were new to me, but had precedent in the existing code. Overall I think my solution was delivered faster and of at least the same quality as if I'd written it all by hand.

I think its disrespectful to PR a solution you don't understand yourself. But this process feels similar to my previous non-AI assisted approach where I would often code spaghetti until the feature worked, and then start again and do it 'properly' once I knew the rough shape of the solution

bwfan123•22m ago
> The amount of [mental] energy needed to refute ~bullshit~ [AI slop] is an order of magnitude bigger than that needed to produce it

I see this in code-reviews where AI tools like code-rabbit and greptile are producing workslop in enormous quantities. It is sucking up enormous amount of human energy just reading the nicely formatted bs put out by these tools. All of that for finding an occasional nugget that turns out to be useful.

dsterry•1h ago
Implement a no workslop policy. Reputation will take care of the rest. Basically an educational task.
drivingmenuts•1h ago
And just think of all the money spent on ChatGPT subscriptions. You’re not gonna see that back anytime soon.
theideaofcoffee•1h ago
The problem with most corporate work that these managerial idiots want replaced with AI is that is all so utterly useless. Reports written that no one will ever read, presentations made for the sake of the busy-ness of "making a deck", notes and minutes of meetings that should never have taken place in the first place. Summaries written by AI of longer-form work that are then shoved into AI to make sense of the AI-written summary.

I like the quote in the middle of the article: "creating a mentally lazy, slow-thinking society that will become wholly dependant [sic] upon outside forces". I believe that orgs that fall back on the AI lie, who insist on schlepping slop from one side to the other, will be devoured by orgs that see through the noise.

It's like code. The most bug-free code are those lines that are never written. The most productive workplace is the one that never bothers with that BS in the first place. But, promotions and titles and egos are on the line so...

AI in its current form, like the swirling vortex of corporate bilge that people are forced to swim through day after day after day to, can't die fast enough.

Terr_•1h ago
> Summaries written by AI of longer-form work that are then shoved into AI to make sense of the AI-written summary.

Also the problem where someone has bullet-points, they fluff them up in an LLM, send the prose, and then the receiver tries to use an LLM to summarize it back down to bullet-points.

I may be over-optimistic in predicting that eventually everyone involved will rage-flip the metaphorical table, and start demanding/sending the short version all the time, since there's no longer anything to be gained by prettying it up.

mavamaarten•1h ago
So true. We used to appoint someone in the group to take notes. These notes were always correct, to the point, short and easy to read. Now our manager(s) are heavily experimenting with recording all meetings and desperately trying to produce useful reports using all sorts of AI tools. The output is always lengthy and makes the manager super happy. Look, amazing reports! But on closer inspection they're consistently incomplete one way or another, sometimes confidently incorrect and full of happy corpo mumbo jumbo. More slop to wade through, when looking for factual information later on.

Our manager is so happy to report that he's using AI for everything. Even in cases where I think completeness and correctness is important. I honestly think it's scary how quickly that desire for correctness is gone and replaced with "haha this is cool tech".

Us devs are much more reluctant. We don't want to fall behind, but in the end when it comes to correctness and accountability, we're the ones responsible. So I won't brainlessly dump my work into an LLM and take its word for granted.

ElevenLathe•37m ago
It's their company; we just work at it. If we want to exert more control in the workplace, we obviously need more power in the workplace. In the meantime, if they want the equivalent of their company's prefrontal cortex to be burned out with a soldering iron, that's their prerogative.
AlexandrB•1h ago
It'll be very funny if any AI productivity gains are balanced by productivity loss due to slop - all the while using massive amounts of electricity to achieve nothing.
Bukhmanizer•33m ago
I don’t think AI slop is inherently mandatory, but I worry that the narrative around AI will devalue engineering work enough that it becomes impossible to avoid.
drivingmenuts•1h ago
As someone who has spent the last 30 years honing my craft (programming), all I can say is this: ha ha!
BoorishBears•56m ago
I've spent 16 years and I won't exactly be cheering if we hit a wall with AI.

I love programming, but I also love building things. When I imagine what having an army of mid-level engineers that genuinely only need high level instruction to reliably complete tasks, and don't require raising hundreds of millions while become beholden to some 3rd party, would let me build... I get very excited.

pixl97•41m ago
Programming is almost never an objective in itself, it's a stepping stone to some other task. It's nice it pays a good living, but I have a feeling that's going away eventually.
kazinator•1h ago
That light bulb lying in a pool of epoxy resin is cool as hell though. A lot of poetic talent must have gone into the prompt.
Animats•1h ago
The article as I see it is just one paragraph that end "So much activity, so much enthusiasm, so little return. Why?" Is there more if you're a subscriber to Harvard Business Review?
keyshapegeo99•37m ago
I had to disable UBO and my VPN's ad blocker. Then the whole piece showed up
rickydroll•59m ago
Workslop production is how we determine who should get a ticket for Ark B.
varjag•50m ago
If you were around for the heyday of Markov chain email and Usenet spam this whole thing is familiar. Sure AI slop generation is not directly comparable to Markov process and generated texts are infinitely smoother yet it has similar mental signature. I believe this similarity puts me squarely in the offended 22%.
ryandrake•45m ago
My management chain has recently mandated the use of AI during day-to-day work, but also went the extra step to mandate that it make us more productive, too. Come annual review time, we need to write down all the ways AI made our work better. That positive outcome is pre-supposed: there doesn't seem to be any affordance for the case where AI actually makes your work worse or slower. I guess we're supposed to ignore those cases and only mention the times it worked.

It's kind of a mirror image of the global AI marketing hype-factory: Always pump/promote the ways it works well, and ignore/downplay when it works poorly.

cjbgkagh•36m ago
Just make shit up, or even better have the AI make shit up for you
Macha•35m ago
The problem is, the shit that's made up will be used to justify the decision as a success and ensure the methodology continues.
cjbgkagh•27m ago
If they’re mandating use like this I doubt it’s their only dysfunction. At least this one has a built in scapegoat.
thatfrenchguy•36m ago
It’s kind of a good way to make your business collapse though, because figuring out the kinds of problems where LLMs are useful and where they’ll destroy your productivity is extremely important
noosphr•26m ago
Just ask an Ai to write how it made you more productive in daily work. It's really good at that. You can pad it out to 1m words by asking it to expand on each section of with subsections.
yifanl•24m ago
Ways AI have made me more productive: Spellcheck has reduced the number of typos I've made in slack threads between 4 and 10%.
Yoric•15m ago
« AI has made me productive by writing most of the answer to this question. You may ignore everything after this sentence, it is auto-generated purely from the question, without any intersection with reality. »
obezyian•9m ago
I went through this shit an year ago. The reports had to be weekly, though.

Everything sounded very mandatory, but a couple of months later nobody was asking about reports anymore.

paultopia•19m ago
Is it the “workslop” that is causing the problem, or the slop that companies demand and that passes for work in the first place? Really wanna summon the ghost of David Graeber (“Bullshit Jobs”) here: if you’re a manager who demands your employees to produce PowerPoints about the TPS reports, you probably shouldn’t be surprised when you get meaningless LLM argle-bargle in return.
romaniv•17m ago
We call these workers “pilots,” as opposed to “passengers.” Pilots use gen AI 75% more often at work than passengers, and 95% more often outside of work.

Identify a real issue with the technology, then shift the blame to a made-up group of people who (supposedly) aren't trying hard enough to embrace the technology.

Embody a pilot mindset, with high agency and optimism

Thanks for the career advice.

julianpye•7m ago
The biggest AI problem in the the workplace is that it shifts work from creation to reviewing - but here is the big problem:

Reviewing poor content quickly is most often based on reviewing form. A spelling error, poor formatting all give clues to inferior work. It is very difficult to review perfectly formatted bs with well-placed subject terms and language.

Now combine this problem with the peter-principle and you will see smart companies soon banning the use of LLMs when doing specific tasks such as internal questionnaires, internal communication, performance reviews and policy documents

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