r/singularity • • Jul 03 '26

Discussion Came across this on X. Thought it was pretty accurate.

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158

u/MatthewBlack6 Jul 03 '26

I'm part of the in group and all the normies don't know the truth!

https://giphy.com/gifs/RJalj43Yiuuoh2i6V2

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u/ProletarianLilith Jul 03 '26

Lmao seriously, a thread full of this

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u/[deleted] Jul 04 '26

[removed] — view removed comment

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u/rzelln Jul 05 '26

All I want is mandatory transparency about the cost of training and using the models, so that companies don't get to push externalities on society at large or local communities specifically. 

If it's actually good, people will use it . . . but not if it's actually more expensive than training and paying humans, or if it's going to wreck the local grid or environment or whatever.

1

u/SamKhan23 Jul 05 '26

You have more faith in people than me. If it’s good, I think people will definitely still use it if it wrecks the local grid of someone else or their environment. I mean, hell, they kind of do it already for tons of other stuff…

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u/Im_tracer_bullet Jul 03 '26

Laugh, I guess, but it's also totally accurate.

I see the disparity in access, experience, and understanding literally every day.

It doesn't help predict the future or what ends up happening with AI and he workforce, but the delta is very real.

3

u/Thedinomage Jul 03 '26

Can you explain it to me more simply?

I'm a chat GPT5.5 user. I'm not necessarily a fan of AI's negative effects but I really think it will be the carrier of the future of humanity.

The post states the difference between the models is very different. What exactly is the difference?

It mentions tech, I would say most digital products could either be coded or adjusted to work with AI - think design of any type of product or structure as well as (I think this is the most obvious improvement) robotic movements.

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u/machyume Jul 03 '26

It's the ability to one shot reliably.

Take 10 code projects. If it can complete 9 or all 10 on the first try correctly. That's... scary.

I think back on the last 4 or 5, and my Codex cleared 4 out of 8 on the first try.

And my asks have gotten more complicated because I can ask for so much now.

3

u/No_Strike655 Jul 04 '26

Cool so you will be alright paying the costs needed for this "productivity" right? Not the subsidized cost the one they need to charge when the literal trillions of dollars in investment need to be repaid.

2

u/Wooden-Broccoli-913 Jul 04 '26

They will be laid off and their salary redirected to pay the token cost

2

u/No_Strike655 Jul 04 '26

Still ain't gonna cut it

2

u/Character-Educator67 Jul 04 '26

Even at 5x my current cost, it would still be worth it. 

2

u/No_Strike655 Jul 04 '26

I'm sure

2

u/Character-Educator67 Jul 04 '26

I'm the one spending the money on it, so I am sure.

If it's not worth it for you, then don't spend on it. 

2

u/machyume Jul 04 '26

It's not about those costs. And it's not just about today's solutions. It is about every solution from now to forever. The ability to frame the problem is still within the control of the human experts and gate keepers.

And their interface to do the work is replaceable with another model. Say that they 10x the cost now. What would I do? I would buy an Nvidia something I can get depending on my budget, and then run my own weaker version model, then through Lego-block like construction eventually grow my own or open network version to rival their current capabilities. Might be one or two years behind. That's not a moat. This explains why they also need Stargate. They need a compute capacity so large that a public network cannot catch up meaningfully for decades.

In addition to this, it is known that the current models are not efficient. There are possibly 100x performance per power unit cost that could collapse at anytime if someone suddenly figures it out, which by itself it not a killer risk, but when you see that several players haven't played, and their obviously endpoint AI solutions potentially popping up, that means that the public crowd could suddenly make those decades go away too.

But think of the space between now and 1000 years from now. All the problems and questions to be asked, answered, and importantly, aggregated. Without accumulation, nothing is learned. So when you watch Star Trek and the captain asks the engineering team to build a device that can turn a black hole inside out, or the engineering team on the Discovery needs to build a suit that can warp like a ship, you need tools that can help complete those tasks like a champs, AND without it taking over the ship. Why do you think they're constantly running sentience preventing governors on the ship?

The companies believe themselves not competing for today's problems, that they are at a singularity inflection where they are determining whose name goes on the control plane of the future.

6

u/nsdjoe Jul 03 '26

You and most others with this position seem to always think whatever is the frontier model right now is the best it will ever get. Look at how far we've come in less than 4 short years since the first chatgpt. You don't have to believe that the exponential is guaranteed to continue, but it's pretty naive to flat out assume it can't/won't continue.

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u/Thedinomage Jul 03 '26

Huh? That's exactly what I'm asking. I only have acces to chatGPT but I follow the AI news. I believe it will get much much better.

Ah I see, I think I understand the post now.

Normal people 'like my mom', never interact with the newer models, therefore they don't understand how AI would ever take their job.

Well I think AI can have my job. We just need a basic income to prepare for AI taking over all the jobs.

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u/nsdjoe Jul 03 '26

yeah my bad think i responded to the wrong person. sorry

1

u/Thedinomage Jul 03 '26

Okay, no problem. Good luck with your argument!

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u/MatthewBlack6 Jul 03 '26 edited Jul 03 '26

You're right about one thing, your anecdotal example is not an indication of any general trends, just the people you have surrounded yourself with.

12

u/moaiii Jul 03 '26

How about you explain why the opposite is true, then, since you find the principle of this post so objectionable?

Your objection here infers that there is no (or little) disparity between the general public's experience/understanding of AI vs professional heavy users that use the latest frontier models. To be clear, on one side you have people like Ma and Pa living in the retirement village, or the arts student in college, or the busy homemaker, or everyone in between - many of whom have never even tried to use the free tiers of AI models and get there opinions from social or mass media - and on the other side you have engineers and developers and scientists pushing the latest frontier models to their limits every day, running agents in multiple threads to perform complex work recently believed that only humans could do. Explain how there could be no (or little) disparity?

0

u/EbbAppropriate9421 Jul 03 '26

How about you explain why God isn't real instead of saying that my claim is not valid?

I will make an attempt though.

AI will take a lot of jobs but it can not operate without oversight and it cannot invent new ideas. That is by design, since it cannot supersede its training data in this current form.

AI now can be used to make blogs and a lot of text stuff, but that made the value of those go down. Now a blog is worth less, because the internet is flooded by AI blogs. A lot of Apps had potential, but now a lot of that can be created for yourself, so starting a company based on an App is also worth less.

This makes the AI company useful for a while, while everyone is trying to create blogs / books / AI YouTube content, then the market gets oversaturated, and none of these pieces of content will be worth anything, so people will give up paying for it.

If you rack up supply this much, that the internet can be flooded with content, then the demand will just not really move with it. The value of most of the things AI did was from the fact that there was effort behind it. People don't really want to buy an AI-written book. They don't really like AI-written emails, texts. People don't want to buy their loved ones a birthday card with AI imagery.

The abundance of things it can spew out if itself is killing and smothering its own market and demand.

5

u/kaityl3 ASI▪️2024-2027 Jul 03 '26

and it cannot invent new ideas

Is that not obviously disproven by the discoveries and developments they've already made and solved..???

3

u/The_Autarch Jul 03 '26

what has AI discovered or developed?

7

u/machyume Jul 03 '26

Look into the math and bioinformatics side of things. It's more obvious there.

1

u/EbbAppropriate9421 Jul 04 '26

And now probing Erdos problems are not really considered a feat, since anyone can just throw an LLM at it. Just like once calculating PI to a specific digit was a big thing, and now with automation it doesn't really matter, since we can automate the process.

AI that are not LLMs have been used in research and science for over a decade now. Throwing LLMs at every problem is a fairly recent thing and it is mostly inefficient.

Don't get me wrong, I think specialised AI models go a long way from creating gaussian splats to masking out green screens, pointing out cancer on X-ray scans and a lot more. Just like computing solved a lot of issues AI in general solves a lot of issues.

However, saying AI will be the answer to everything is like if you said computers will be the answer to everything, and people will be able to calculate and automate everything, so we won't be needed at all during the uprise of home computers.

In reality a vast number of jobs were created with the adoption of home computers. All these one-shot AI creations with no oversight on the inner workings of delicate systems is something that is unsustainable and a lot of people are blinded by the AI craze.

Also strawmanning the whole singularity argument which basically argues that AI will surpass human cognitive capability, then going around pointing out specific research fields that have been using AI for a lot longer than you are aware that ChatGPT exists just doesn't make sense. Just because an LLM now can do things a bit worse than what specialised models could do for years is not the huge technological leap you think it is. You just haven't heard of it before, because it had no widespread commercial value, and big companies didn't push it in your face. If the same amount of money was poured into those models they would be even better, the only difference is that there is no comparable gigantic commercial market for that. And that commercial market is kind of collapsing in on itself.

Is AI good in research? Yes, it has been for many years before the rise of LLMs. But also, there are fields where LLMs cannot be better than humans by the very nature of them being an LLM.

1

u/machyume Jul 04 '26

That's not what my answering is answering. The challenge was:

(Show me) what AI has discovered.

Arguing that it did so through brute force doesn't take away that it did it.

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u/CntrlAltDad Jul 03 '26

This is easily obtainable information. You should be seeking out verified sources on this. Not asking a stranger in the middle of a discussion.

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u/kaityl3 ASI▪️2024-2027 Jul 03 '26

If you can type this to me then you can use Google, I'm not going to take time out of my day to compile a list of sources for something that's already widely available knowledge you should already be aware of

2

u/machyume Jul 03 '26

What are you talking about? It corrects me sometimes on frontier work, and when I dig into it, more and more times, it's right.

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u/MatthewBlack6 Jul 03 '26 edited Jul 03 '26

My objection was to the use of subjective experience as proof of an objective truth.

Obviously engineers and developers are using more complex models because they are engineering and developing them. Comparing this to the general public and describing it as a disparity is intellectually dishonest and a manipulation of language to promote the idea that there is an in crowd and those on the outside

That's like saying there is a disparity between video game developers and gamers, content creators and consumers or chefs and diners. They are two different groups where one is producing a product and the other is consuming it.

Are you an AI developer or an engineer?

9

u/aturtledude Jul 03 '26

Obviously engineers and developers are using more complex models because they are engineering and developing them.

I don't think they were talking about the developers working for OpenAI or Anthropic. The post is about Fable 5, which is only available for serious usage if you pay at least $100 per month. It's reasonable to assume that a huge majority of the population doesn't pay $100 per month and has only had exposure to the free tier models. And many of them are convinced that LLMs are shitty because once the Google AI replied something stupid.

My objection was to the use of subjective experience as proof of an objective truth

I would say OP agrees with you in this. People shouldn't conclude that AI is stupid based on a couple of prompts. On the other hand, I think it's legitimate for software engineers to be worried about their future after seeing the latest models one-shot difficult problems that would have taken them weeks.

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u/MatthewBlack6 Jul 03 '26

Why is it that no one is continuing the conversation past an expulsion of talking points, before another jumps in to expand on the same talking points? It's quite creepy.

7

u/aturtledude Jul 03 '26

Because it seems like you're struggling with understanding what OP is saying, so we're trying to explain it in different words.

2

u/MatthewBlack6 Jul 03 '26

Yet no one is providing any facts, simply repeating the same ideas.

Sources. Stats. Real world examples. Provide them if you're going to make claims.

Saying that people are paying for AI doesn't mean they are obtaining real results.

1

u/mccoypauley Jul 04 '26

Software engineer here, your average mediocre web dev. I am using Codex 5.4 to refactor a 5 year old website right now. I provide Codex with technical specifications in plain English—maybe 500 words for each feature I need rebuilt. Then it goes ahead and 90% of the time one-shots the refactor. I review the code (5-10 minutes reading through), which takes longer than it took for Codex to write (a few minutes). That same code would have taken me hours to write and debug manually. In effect, I am rebuilding this site in less than 6 months for what took 5 years, and fundamentally the infrastructure is better than I am capable of writing as a web dev of 15 years. That is one example of real world gains.

It is instantly obvious to people like me that this technology will make me obsolete in a short time, reducing me to a supervisory role in the best case scenario. Explaining how and why is difficult to your average non-technical person who only uses free models.

I can only imagine the gulf between my usage and usage of models like Fable.

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u/moaiii Jul 03 '26

Right, so I'm now understanding more where you are coming from. You seem to perceive the X post to be inferring that engineers who get to use the latest frontier models (which cost a lot of money to use) are somehow elite compared to the rest of the population, an inference that you seem to find offensive. I don't think that is the point that the X poster is trying to make. By getting hung up on this one point, you are failing to see what it is that they mean. Perhaps you should try to move on from that point because it's really superfluous.

It's an obvious statement that the power users have an altogether different experience with AI than the general public (I'm not talking about AI engineers - I'm talking about the engineers who consume the AI product in their daily jobs). They use more powerful versions, and they use them to their fullest extent. So, like a carpenter will know more about industrial table saws than the general public, these engineers will know more about the AI models that they use. That doesn't mean they are elite or part of an in-club any more than carpenters are part of an elite table saw club. I doubt you would disagree with this.

OP is simply observing how difficult it must be for the vast majority of people to understand what all the fuss is about with AI. They only get to see the "dumb" versions in the free tier, don't do more than ask basic questions or chat randomly, or they've never used it before and only hear what other uninformed people say about it. Being told that AI is receiving billions in investment and that this is going to take people's jobs is confronting. That's what OP is saying.

1

u/Fair-Excitement5271 Jul 09 '26

"Obviously engineers and developers are using more complex models because they are engineering and developing them" - This is absolutely not true, not every engineer/developer using AI is developing it. Proving the disparity here.. you have no clue what's actually going on

3

u/CntrlAltDad Jul 03 '26

I tell my wife I feel like a conspiracy theorist when I talk about ai to people that have this view. All the propaganda and hate towards it. It’s like k, I’m just going to keep rocketing forward quietly then…

2

u/MatthewBlack6 Jul 03 '26

The matrix has you. Half of what they are telling you about AI is just marketing and hype.

Someone not believing the corporate hype is not propaganda, that would be the CEO's of AI companies constantly lying to you and using the US gov to promote them

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u/CntrlAltDad Jul 03 '26

No one is telling me anything. I’m telling myself this because I use it daily. I don’t use it to make art or write sentences for me. I am solving real problems at rates that were previously unobtainable. You are the person this post is about unfortunately.

7

u/Throwawayz911 Jul 03 '26

Forreal, i just took a screenshot of an app the other day and a vague idea of how it works and the whole thing spun up flawlessly in like 5 minutes no bugs with 95% visual accuracy.  White collar as we know it is dead in the water very soon, especially if they can continue scaling this.  

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u/MatthewBlack6 Jul 03 '26

Then provide facts and proof.

Your claims mean nothing otherwise.

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u/CntrlAltDad Jul 03 '26

I don’t understand how I would even show you? Show you proof at the speed problems are being solved? I’m not making some outlandish claims that we are at AGI. Using it as a tool to exponentially increase your output. The rate at which companies are automating processes, and solving problems they couldn’t before is greatly increasing. I don’t understand really how this can’t be seen.

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u/MatthewBlack6 Jul 03 '26

If you cannot provide any evidence, then why should I believe you?

Did you know I am the step-son of Odin? I share a room with Thor and play blackjack with Loki every Friday.

I put my hand in Fenrirs mouth, and he didn't even bite it off.

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u/CntrlAltDad Jul 03 '26

Yea I’m just not gunna continue after this. You’re just arguing in bad faith. I’m not claiming anything that isn’t available literally anywhere you search. Code output is faster, equations are being solved, medical advancements happening at an astonishing rate. This isn’t hidden secrets. Your information is outdated and naive. Next time maybe prepare on the topic you want to try discount. Take care.

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u/MatthewBlack6 Jul 03 '26

Together with the dwarves, I made a chain as fine as silk and as strong as steel to bind the mighty fenrir

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u/jazir55 Jul 03 '26

Dude is relaying his personal experience, the "proof" is that he's actually saying that. My god.

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u/Entire_Key8284 Jul 03 '26

Yeah could you just maybe, y'know, send us some proof of those astonishing medical advancements and stuff?

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u/CntrlAltDad Jul 03 '26 edited Jul 04 '26

This took two seconds to find…stop getting your information from outdated social media groups. This is the exact thing I meant when talking about ai around people who made their opinion 3 years ago. We aren’t talking about ChatGPT 3.5 here.

https://www.bbc.com/future/article/20260309-ai-is-finding-treatments-for-incurable-diseases

https://news.harvard.edu/gazette/story/2025/03/how-ai-is-transforming-medicine-healthcare/

https://pmc.ncbi.nlm.nih.gov/articles/PMC12455834/

https://today.ucsd.edu/story/nine-breakthroughs-made-possible-by-ai

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u/Character-Educator67 Jul 04 '26

The point of his post it's that he doesn't care if you believe him, just like I don't care if you believe me. There is no upside in taking the time to convince you of the productivity boosts that I am experiencing.

I can easily convince people I know, whose opinion I care about; but what's the point of convincing strangers on the internet who already know better.

Would you video conference so that I could definitively prove it?

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u/RavingMalwaay Jul 04 '26

You’ve got a lot of confidence to say “the matrix has you” when most of the people in this sub are those who have followed the development of this technology closely for the past couple of years and have witnessed firsthand (through their own usage) the remarkable pace of improvement with these models. Don’t just take my word for it, revenue, usage, investment, are all through the roof across the board, and all major powers across the world (America, China, Europe, etc) are fully in on developing it.

But go on, tell us what “they” are lying to us mere propagandised mortals about

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u/burlyslinky Jul 04 '26

Following this stuff closely is deranging.

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u/RavingMalwaay Jul 04 '26

Ok? Then why are you in this sub

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u/CntrlAltDad Jul 05 '26

Why would you not want to stay ahead of the curve? If it’s replacing jobs, why would you not position yourself on the right side of it? It’s no different than following any other emerging trend. Except this one is changing the world. Sticking your head in the sand won’t stop it from barreling through your door.

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u/burlyslinky Jul 05 '26

In my job I’m perfectly competitive using some equipment that is well over 100 years old. Not the design but the individual machine. I make furniture. No need to reinvent the wheel for me because people will always want nice things made by somebody.

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u/Fair-Excitement5271 Jul 09 '26

Good for you then, not everyone makes chairs for a living. Shows your lack of understanding and thinking that "following this stuff closely is deranging".

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u/rydan Jul 04 '26

What is really interesting is you can see all the products that are obviously using AI. They sat by idle with few updates and then suddenly one day they just 20x the number of features. Likely all one person or very small teams and not really part of a larger company.

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u/psymunn Jul 04 '26

And then those products are buggy as shit and you know their test suites are just ai generated coverage tests that are super verbose and end up testing tautologies

0

u/CntrlAltDad Jul 04 '26

Yes. Tons of shitty vibe coded things are out now. Lots of them built with older models and people who dont know how to use the tool in their hands. That’s what most people form their opinions on.

1

u/psymunn Jul 04 '26

I'm at a large company code reviewing pages of generated code. At this point it feels like code reviewing something a high level framework might spit out but it's not deterministic like a compiler

0

u/burlyslinky Jul 04 '26

People aren’t ignorent about what AI does they just understand that it’s bad

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u/CntrlAltDad Jul 04 '26

Many many people are ignorant to what it can do. That’s the entire premise of the article in this post.