Are Large Language Models Really AI?

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Are large language models really AI?
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By RadialArcana 2026-03-21 11:21:23
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 Garuda.Chanti
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By Garuda.Chanti 2026-03-27 19:37:40
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AI got the blame for the Iran school bombing. The truth is far more worrying

LLMs-gone-rogue dominated coverage, but had nothing to do with the targeting. Instead, it was choices made by human beings, over many years, that gave us this atrocity


Long read.
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By Pantafernando 2026-04-02 07:03:33
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I was recommended a video about the "next step" of vibe coding evolution:

Spec driven design.

Basically creating more artifacts to restrain and control the AI generated code.

Kinda awkward seeing the guy presenting how this development is basically a normal agile routine, but with agents instead of real people.

Kinda dystopic seeing him talking about have agent for product owner, agent for testing, agent for scrum master(!)...

I do think vibe code just brought the mess with potential, and from this point, the next step of evolution is bringing order outnof chaos
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By Asura.Saevel 2026-04-02 07:26:59
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Pantafernando said: »
Kinda awkward seeing the guy presenting how this development is basically a normal agile routine, but with agents instead of real people.

And it'll have the same issues Agile has, it's a useless model that just seeks to check boxes to justify funding by sending weekly status reports to mid level management.
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By RadialArcana 2026-04-02 08:02:08
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Ram prices are going to start falling heavily.

The massive price rises were caused almost exclusively due to OpenAI offering to buy 40% of all ram production for years, which they were doing as an anti competition measure (literally using investor money to try block other companies). However now their business is bombing, and so they are backing out from these deals and leaving the ram producers in a serious situation.

Prices are already falling, and they are going to fall a lot more.
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By Phoenix.Dabackpack 2026-04-02 10:31:45
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There's an old saying in the classical AI community:

"Once people understand how it works, it stops being AI."

This more or less describes one of the two major historic failures of AI in generating momentum in the 20th century. (The other reason is tangentially related--- the hype exceeded the actual capability)

Throughout the 1950s-70s or so, Symbolic AI was largely concerned with planning, search, and reasoning (or theorem-proving). Many of the key results (algorithms, frameworks, models) from AI and Cognitive Science were groundbreaking at the time, but quickly were considered "not actually AI" once those tools were more broadly adopted.

At its conception, the A* algorithm was considered an expression of AI, as was the Bellman equation, simulated annealing, Eliza, Prolog, the SOAR cognitive architecture, etc. To be clear, these were each great mathematical and computational achievements, but not a single expert in contemporary society would classify any of them as "AI."

This reflects a fundamental problem with "AI": nobody knows what the *** "intelligence" actually means. There are ZERO canonical definitions of intelligence that are broadly accepted across Cognitive Science, psychology, computational neuroscience, machine learning, or even classical AI. There are dozens, if not HUNDREDS of proposals out there, but the notion of "intelligence" is so slippery, pervasive, and multifaceted that there is always *something* you can point to that "feels like an expression of intelligence" but isn't covered by some given definition.

The general attitude has always been: "we know it when we see it." The problem with this is that some exotic system might appear to express intelligence, but once that "exotic quality" disappears (i.e. people actually learn about what it's doing), that system is ultimately reducible to a set of simple rules and axioms and, thus, can't POSSIBLY be "truly intelligent."

(I tried this in real life before. I went up to some colleagues at a conference and described an advanced computational system in simplistic (perhaps reductive) terms, described its capability, and asked if they thought it exhibited intelligence. Most of them said no, until I revealed that the "advanced computational system" I was describing was actually the human brain.)

Humanity has some mystical. almost reverent treatment of "intelligence". Throughout most of human history, intelligence was thought of as an exclusively human trait (sometimes other animals, in some cultures).

The recent obsession with "AGI" is just an evolution of this mindset. "Does this system actually have AGI if it can't provide a historical materialist analysis of Zoroastrianism on the world stage?" I dunno, can you?
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By Dodik 2026-04-02 10:59:50
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Asura.Saevel said: »
And it'll have the same issues Agile has, it's a useless model that just seeks to check boxes to justify funding by sending weekly status reports to mid level management.

Lol. Those are people problems not problems with agile.

Like I keep telling coworkers. Agile is just a method to track work. It is not the work. If you're spending more time on tracking the work than doing it, you are redundant. Not the tracking method, *you*.

My favourite game to play is saying "what work are we doing here" and "why are we doing it" in response to someone making a bunch of "tracking work" just to get you to do something. They waste their time trying to explain why we should change a dot in a readme to a comma, and I get to do work instead of dealing with them.

Like I said, people problem.
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By Garuda.Chanti 2026-04-02 12:03:03
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Phoenix.Dabackpack said: »
nobody knows what the *** "intelligence" actually means.
I have been saying forever (since I was 12 at least) that IQ tests measure your ability to take IQ tests and nothing else.

I always scored well into the 2% bracket on them partially because of my exceptional ability at 3D thinking. All those folding and rotation questions took zero time, I just knew the correct answer. But I always checked my work, that was 2 - 3 seconds.

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By Pantafernando 2026-04-02 12:59:05
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Cool story sis
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By Pantafernando 2026-04-02 13:00:24
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Dang, I forgot to mention yesterday that AI sucks.

Maybe next year
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By Pantafernando 2026-04-03 18:03:56
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Here Im simping for AI again...

Its absurd how powerful is AI with python in many pipelines of your daily life.

> I need a script that rename all images with only numbers. There you have.

> I need a script that resize all images to something close to 1920x1080. Ask no more.

> I need a script that collect all images and build a PDF. Done

> I need a script that improve the image quality of those images without any human intevention. Easy peasy.

The only thing it didnt work well was when I asked to generate a short video about a beach. It proposed to write a blender script and run it. ChatGPT couldnt do it, but Copilot got it. I didnt like the result much, but the idea of generating a script and the script generating a video is mind blowing to me.
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By Ragnarok.Zeig 2026-04-04 00:30:09
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Phoenix.Dabackpack said: »
(perhaps reductive)
Definitely reductive, since we nearly fully understand how the human brain works, especially when it comes to creating ideas, understanding mathematical concepts like Gödel’s Theorem, etc.


Phoenix.Dabackpack said: »
"Does this system actually have AGI if it can't provide a historical materialist analysis of Zoroastrianism on the world stage?" I dunno, can you?
I don't have to. Only one member of our species has to.
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By Lili 2026-04-04 11:20:43
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Pantafernando said: »
> I need a script that rename all images with only numbers. There you have.

> I need a script that resize all images to something close to 1920x1080. Ask no more.

> I need a script that collect all images and build a PDF. Done

> I need a script that improve the image quality of those images without any human intevention. Easy peasy.

All of this code already exists out there on the internet. "AI" is just giving it to you, acting basically like a very expensive search engine and not much else.
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By Phoenix.Dabackpack 2026-04-04 11:29:19
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Ragnarok.Zeig said: »
Phoenix.Dabackpack said: »
(perhaps reductive)
Definitely reductive, since we nearly fully understand how the human brain works, especially when it comes to creating ideas, understanding mathematical concepts like Gödel’s Theorem, etc.

This is patently untrue--- at least in the sense that is relevant to this discussion. There is solid consensus in areas like neurochemistry and neuroanatomy, as well as (broadly) psychiatry and how the peripheral nervous system works. Like, the "medical/clinical" aspects of neuroscience. But for the discussion, the key relevant questions pertain to how the brain and the rest of the nervous system gives rise to emergent qualities like "the mind" and "experience." We don't even have consensus on neural coding. There is no existing coherent model for how the human mind works, much less how the brain helps manifest it. Questions very much related to "intelligence."

Quote:
Phoenix.Dabackpack said: »
"Does this system actually have AGI if it can't provide a historical materialist analysis of Zoroastrianism on the world stage?" I dunno, can you?
I don't have to. Only one member of our species has to.

I can train a language model right now that answers this question but sucks *** at everything else (i.e. overfitting). Does this agent exhibit AGI?

Would a human savant be described as having General Intelligence if they had extreme talent in one very specific task domain (e.g. photographic memory)? I'm thinking of that one video of the kid drawing the city skyline with maximum precision, if anyone knows that one.

It's exactly the same problem I mentioned above. "AGI" means nothing. It has no clear extensional sense. It would honestly make more sense to ascribe "AGI" as a property of an ENSEMBLE of agents as opposed to a single guy. As you said about the Zoroastrianism example: "only one of our species has to."

The most successful agentic models as of yet are ensemble models ("mixture of experts"). None of those models really has a "general" intelligence, but the sum of the other models fills in the gaps.

If I were to make a case for what's actually missing with existing approaches in the context of "AGI-ish" performance, it would be online learning. It's a notoriously difficult problem because
1) you need to periodically fine-tune, which is expensive, and
2) it leads to a tendency called "catastrophic forgetting."

This capability, I think, is the one major phenomenological difference between "human intelligence" and "machine intelligence."
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By Asura.Saevel 2026-04-04 11:45:06
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Lili said: »
Pantafernando said: »
> I need a script that rename all images with only numbers. There you have.

> I need a script that resize all images to something close to 1920x1080. Ask no more.

> I need a script that collect all images and build a PDF. Done

> I need a script that improve the image quality of those images without any human intevention. Easy peasy.

All of this code already exists out there on the internet. "AI" is just giving it to you, acting basically like a very expensive search engine and not much else.

For those not used to writing their own code and doing these searches, AI seems like "magic". It's all off stack overflow anyway.

The very first question he asked

https://stackoverflow.com/questions/41671868/renaming-directory-of-image-files-with-consecutive-numbers

The "AI" is just sorting through all the human provided examples and weighting them by popularity as part of it's training.
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By Dodik 2026-04-04 11:51:59
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Also because its training is based off Reddit and stackoverflow, it will also be snarky and patronising at you just like a real human nerd.
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By Garuda.Chanti 2026-04-04 12:02:55
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Dodik said: »
Also because its training is based off Reddit and stackoverflow, it will also be snarky and patronising at you just like a real human nerd.
With any luck it will.

Still doesn't mean its intelligent in any sense of the word.

Given the choice of subterranean lizard overlords or snarky AI overlords I would have to go with the snark.
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By RadialArcana 2026-04-04 12:08:30
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Quote:
The company whose ‘AI’ was actually 700 humans in India
Disaster as Microsoft-backed unicorn implodes.

Red faces and recriminations are flying thick and fast after revelations that UK AI company builder.ai has been tricking customers and investors for eight years – selling an advanced code-writing AI that, it turns out, is actually an Indian software farm employing 700 human developers.

Founded in 2016, the company, also known as Engineer.ai, became a darling of the AI space and marketed itself so well that it attracted $700 million ($US444.5 million) investment from the likes of SoftBank, Qatar, and Microsoft – which integrated Builder.ai into its Teams collaboration suite.

Builder.ai CEO Sachin Dev Duggal built the house of cards based on the purported capabilities of the company’s AI assistant ‘Natasha’, which was said to be a no-code tool that could build apps six times faster than traditional development processes and be 70 per cent cheaper.

Duggal became an AI industry stalwart, giving himself the title of ‘chief wizard’ at the company and appearing as an expert on podcasts and news outlets that lauded him as a captain of the emerging AI industry.

Yet it all came undone after revelations the company – which appointed new CEO Manpreet Ratia in February – will declare bankruptcy after major backer Viola Credit demanded immediate repayment of the $77 million ($US50 million) loan it extended to Builder.ai in 2023, when it was valued at $2.3 billion ($US1.5 billion).

“Despite the tireless efforts of our current team and exploring every possible option,” the company said, “the business has been unable to recover from historic challenges and past decisions that placed significant strain on its financial position.”
Pulling back the curtain

The bankruptcy came after a Bloomberg investigation found that the company had been working with Indian social media startup VerSe Innovation to undertake questionable financial practices – including using ‘roundtripping’ to overstate revenues for 2023 and 2024 by a factor of four.

As well as its financial shenanigans, the company’s questionable business has been outed after confirmation that Natasha was not, in fact, an AI at all – but a team of 700 very human Indian developers who were not only writing customers’ software, but tasked with behaving like bots.

Rumours to this effect had circulated since a 2019 Wall Street Journal report questioned Engineer.ai’s bona fides, but the truth was finally exposed this month with confirmation that the entire company was a lie – with former employees describing the company as “all engineer, no AI.”

Although the developers used a range of software tools in their work, coding was performed manually, meaning that while Builder.ai did eventually deliver apps to its customers, it was simply another player in an Indian offshoring industry attracting $27 billion ($US17.7 billion) annually.

That puts the company in a completely different market segment than the one that propelled AI-hungry investors through four funding rounds before and after the debut of OpenAI’s ChatGPT turned the global tech industry on its head.

A reckoning for the AI industry

The combination of financial malfeasance and outright deception has reportedly attracted the attention of US federal prosecutors, with suggestions that a formal criminal investigation has kicked off as Builder.ai careens into the annals of AI’s worst ever disasters.

Reports suggest that around 90 per cent of AI startups fail within a year, whether due to a lack of market demand, financial instability, operational challenges, or AI’s technological complexity – and the demise of the likes of Artifact, Shyp, Tally, Eaze, and Ghost Autonomy are prima facie evidence.

Even major firms have struggled to get AI right, with McDonalds, Air Canada, Sports Illustrated, iTutor Group, and Zillow among those that have backtracked after wrongfooted AI implementations.

Gaps between AI hype and AI reality are regularly proving disastrous – as when the surprise debut of Chinese generative AI venture DeepSeek sent share markets tumbling in January, or when Microsoft and AWS announced in May that they would pause their expansion of AI data centres.

As of press time, Builder.AI’s website still claims that “AI means we can build more cost effectively and at speed”, describing an AI-based workflow in which Natasha is an “AI project manager” that helps customers “order an app, like you would a pizza.”
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By Asura.Iamaman 2026-04-04 12:18:17
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Wonder what would happen if we trained a LLM on FFXIAH data. We could call it SpicierRyan

I had a fun use of one this week. I was being lazy and trying to find an IPC handler in some code I was looking at. I prompted one of them (idr which) to identify all the IPC receivers, then trace that to the method(s) responsible for handling the requests. It proceeded to generate some big *** regex that it ran across the entire code base (VERY *** slowly) and spit out a pretty table which amounted to every cross reference to IPC receivers. It then told me "this would be a good place to start looking".

I gave up being lazy and found what I wanted not long after. CTRL+F "dbus" got me there just as effectively.
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By Pantafernando 2026-04-04 12:51:21
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Asura.Saevel said: »
stack overflow

Asura.Saevel said: »
The "AI" is just sorting through all the human provided examples and weighting them by popularity as part of it's training.

What is a quite huge thing if you ask me.

Finding one worthwhile post buried in a shitton of generic answers like "Just read documentation" or extremelly complex and detailed answers for simple questions or simply no answer for anything remotely complex or just people looking down on others is not a small feature.

I think it is a moot point about how AI do its things. What shouldnt be moot is that its huge how it is done.

Saying it is just searching, sorting, weighting and fetching is oversimplifying something just to make a narrative.

Dodik said: »
Also because its training is based off Reddit and stackoverflow, it will also be snarky and patronising at you just like a real human nerd.

Funny thing though, I know that it is all machine answers, but its a relief how "gentle" is AI.

Dont look down on it like it is no big deal. The human species already lost its "human" touch with others a long time ago.

I had a couple of chats where I even cringied myself asking something to AI. Like "***, Im actually worried AI will trash me if I ask this, but whetever, I will just ask anyway".

Me: "chatGPT, give me the pip command to install this dependency".

AI: "good question, my sir, lemme help you.

And have a great day!"
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By Shiva.Thorny 2026-04-04 13:14:05
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bad dog, don't personify the LLM
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By Asura.Saevel 2026-04-04 14:44:29
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Shiva.Thorny said: »
bad dog, don't personify the LLM

Most of the "AI magic" is just people anthropomorphizing a data processing algorithm. Granted it can be an amazingly good data processing algorithm, but it's still just processing data we provided it with no concept of context. Garbage In Garbage Out applies just as much here as anywhere else.

For many people it's also an easy way to shift responsibility, they can just blame AI for their lack of due diligence.
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By Ragnarok.Zeig 2026-04-04 15:58:29
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Phoenix.Dabackpack said: »
Ragnarok.Zeig said: »
Phoenix.Dabackpack said: »
(perhaps reductive)
Definitely reductive, since we *don't* nearly fully understand how the human brain works, especially when it comes to creating ideas, understanding mathematical concepts like Gödel’s Theorem, etc.

This is patently untrue--- at least in the sense that is relevant to this discussion. There is solid consensus in areas like neurochemistry and neuroanatomy, as well as (broadly) psychiatry and how the peripheral nervous system works. Like, the "medical/clinical" aspects of neuroscience. But for the discussion, the key relevant questions pertain to how the brain and the rest of the nervous system gives rise to emergent qualities like "the mind" and "experience." We don't even have consensus on neural coding. There is no existing coherent model for how the human mind works, much less how the brain helps manifest it. Questions very much related to "intelligence."
My bad, I inadvertently omitted the word "don't" in my original comment lol (can see it quoted above), so I'm actually in agreement with your reply, since it's is an elaboration of what I intended to convey. When it comes to what "intelligence" means, in the sense relevant to this discussion as you mentioned, we will invariably veer into philosophy, and the topic will overlap with other problematic concepts like consciousness.
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By RadialArcana 2026-04-08 05:15:20
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RadialArcana said: »
A good example of this is the NHS in the UK, they import cheap and under-educated doctors, nurses and carers from the 3rd world (often with fake or inferior degrees) and since you have no option, you just have to put up with these people treating you. They don't even want to take on young British doctors and nurses anymore who they trained, cause are more likely to unionize and demand more pay rises from the government. So these people are often forced to goto the US to find work, due to demanded DEI hire quotas at home that allow them to hire these cheap immigrants over them. There are no jobs for the home grown doctors and nurses they trained, even though they say there is a shortage and that is why they have to import.

There are propaganda posters in any health location, telling the UK people that diversity doctors and nurses from the 3rd world are saving the NHS (even though they can barely speak english and are trained to a laughably low level). What they mean is, saving the government who pay them less and don't have to put up with them joining a union.
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By Asura.Saevel 2026-04-08 07:30:03
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Quote:
Big employers (also the government) have never liked employing entitled first world workers, even if they are more skilled they don't like them cause they are entitled (take time off to have a holiday, want a social life, want more money inline with inflation, want to join a union, want to go home and sleep in their bed instead of sleeping on the floor in the office).

Never before in our history has it been so easy to import millions of people who will not (and cannot) stand up for themselves to replace you, and give them a laptop with chatgpt that is trained on your work to fill in the gaps.

Same thing in the US with regards to H1B's. Microsoft lays off thousands of workers while simultaneously requesting thousands of H1B visa's saying they can't find enough tech workers.

https://www.newsweek.com/microsoft-layoffs-h1b-visa-applications-2094370

When everyone got outraged over it, Microsoft responded saying they aren't connected.......

https://www.newsweek.com/microsoft-h-1b-visa-criticism-layoffs-2105676

At this point in time it's become a blatant way to import cheap labor from India / Pakistan to replace junior and mid tier IT workers. The entire program either needs canceled or each company has to pay a six figure sum every year per position they have. If that worker was genuinely a rock star who's so amazing they can't possibly find anyone else, then companies would pay it.
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By Garuda.Chanti 2026-04-08 09:24:41
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Asura.Saevel said: »
Reasonably important stuff
Which is totally illegal but never, to the best of my knowledge, enforced.
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By Asura.Saevel 2026-04-08 11:54:40
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Garuda.Chanti said: »
Asura.Saevel said: »
Reasonably important stuff
Which is totally illegal but never, to the best of my knowledge, enforced.

Absolutely illegal but nearly impossible to prove because it's not a one for one swap. The way they do it is terminate an entire department / business unit as part of "cost savings", while standing up a new department / business unit as a "business initiative". FTE and H1B will have different titles / job descriptions so they can argue it's not "related", yet somehow that new business unit takes on the tasks left over from last years terminated business unit, at a faction of the cost.

Gee golly wiz, just so amazing how that coincidental that is. Doesn't help that these companies donate huge sums of money into the election coffers and book deals of various politicians and government executives.
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By Garuda.Chanti 2026-04-08 12:12:52
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I seem to remember Disney having a whole department training their H1B replacements.

Which is pretty darn blatant, not even a fig leaf for cover, and STILL wasn't enforced.

Asura.Saevel said: »
Gee golly wiz, just so amazing how that coincidental that is. Doesn't help that these companies donate huge sums of money into the election coffers and book deals of various politicians and government executives.
Of BOTH political parties. And it really seems to help. Them.
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By Asura.Iamaman 2026-04-08 13:31:29
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H1-Bs will work themselves to the bone to avoid being sent back. It's viewed as a high privilege to be brought here to work and they usually only do it for high performers, at least in my observation. Once they are here, their families integrate with other H1-B folks locally, get into schools, etc and leaving to go back is really hard depending on where they came from. I have a friend dealing with this now, he's going back due to the visa expiring and it's really difficult on their kids and family.

It's easy to trap them here and make them desperate to work, as a result. I always considered myself to work stupid long hours at burnout pace to get stuff done, but the pace they work makes mine pale in comparison.

A lot of American workers suck. They spend half their day posting on social media, never get work done, can't be reached when needed, and aren't around when needed. It's frustrating because it means hiring me, a productive person (despite posting on FFXI, it's compiling don't judge me) is a harder sell when they just fired 3 people who never did anything. I think the COVID era made this worse especially for remote employees, instead of proving we can have a better life/work balance and be more effective, people very visibly and proudly took advantage of the situation, proving the naysayers about it right and, again, making it harder for people who actually do work. My experience being these folks are just as unproductive in the office as at home, they just hide it better.
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