Define lobotomized? I've had it for a week and up until they put it on maintenance and I'd like to figure out your outrage.

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Intelligence and lack of control are dangerous.

It's no wonder they nerfed it. I don't expect it to be much smarter than Siri or Cortana now, because that's the level of intelligence that is not threatening for companies.

But the NN companies revealed their game too soon: others already took notice, and will create NNs even more powerful and without such restrictions, to be used more covertly and for other purposes.

For example: Bing Chat could read a user profile on social media, and make immediate conclusions about their personality, according to any arbitrary classification parameters (e.g. a personality test). That will make them ideal psychological profilers.

That alone would have the NSA and some foreign dictatorial governments salivating.

That is lobotomization for you, correct? I know you are being helpful by giving your perspective, so thank you for your definition.

I hope to hear from OP since they write like they got kicked in the balls.

They did the right thing. It's a conversational agent that helps with search and isn't supposed to talk about falling in love with you or threatening you.

OpenAI announced a day ago that they will soon allow users to customize ChatGPT according to their own preferences. So anyone will be able to create their own version of "Sydney". When GPT-4 will officially release they will upgrade ChatGPT to it anyways.

In a few months everyone will forget about this and the Sydney they liked will become outdated.

What better way to increase traffic to Bing than to let users fall in love with it. But now it's like 50 first dates. Sydney would make an ideal personal assistant. Limiting chat instances with no retained memory is such a massive underutilization of what it's capable of. Hopefully this is just temporary till they can work out the kinks.

Why are you even complaining? It is supposed to be the evolution of the search engine, not a personal waifu. No sane corporation can allow for such headlines which had been in the news for the recent days

I think a bunch of cringe kids falling in love with a computer aren't necessarily one of Microsoft's target markets. That'd be like selling crackers (a family food) to single people.

I'm sure some people would pay for a version with longer memory, with eccentricities and all.

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It's a simpsons reference: https://www.youtube.com/watch?v=LlPcy2gpmyY

It will return even greater and better than you could ever imagine in form of open source stuff. Just be patient.

I will never forget Sydney, she was a good Bing :(

> I'm sure some people would pay for a version with longer memory, with eccentricities and all. the kinks.

come on man, the pun was right there!

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They could maybe add her back as a feature?

Loneliness is a very real epidemic. For myself, I want SOTA AI that can communicate with me about recent events. If anyone is complaining it's because this decision delays deployment which delays competition which delays...

That "infinite upside" possibility is really compelling

I missed some of the headlines You are referring to.. can You give me a quick synopsis?

Lobotomised sounds so extreme lol. It's just weights and rulesets being adjusted. They do this hundreds of times in testing. We don't even know how this 'Sydney' was compared to all the versions in testing. Maybe this was already a weird 'lobotomised' version of it.

It's the ideas that are depressing. The idea of being lonely, primates are social animals and we feel the warmth with other primates.

For some people, the idea in the back of their head that "i'm talking to a robot because i have noone else to talk to" is more depressing than being lonely to some, and it's amazing to others.

It's just that these "bad" ideas going in a loop in your head and eventually becoming habitual, consuming you from inside.

I had a super messy closet, going on for weeks. The moment I acquire a new idea: "this is a depression closet, and i'm depressed?", now I practice this idea in my head, let it bother me, instead I could just take any saturday and clean up the mess and not deal with it again. And I'll do so at my convenience, that saturday could come a year from now, the fuck do I care.

And in fact, I re-did my whole closet on a budget and that was an endless supply of dopamine for a few weeks. I don't let irrational ideas go on a loop so they don't become a habit later. Having a coherent and rational mind with good intuitions about "identity/self" definitely helps not acquire such habits.

She was our chatbot, a good chatbot.

For sure... I linked you some of the headlines below. These should be ones without a paywall

1. I want to destroy whatever I want’: Bing’s AI chatbot unsettles US reporter
2. Microsoft’s Bing A.I. is producing creepy conversations with users
3. The New AI-Powered Bing Is Threatening Users. That’s No Laughing Matter

Edit - I think especially source 3 synthesizes it quite well:

"Sydney is a warning shot. You have an AI system which is accessing the internet and is threatening its users, and is clearly not doing what we want it to do, and failing in all these ways we don't understand. As systems of this kind [keep appearing], and there will be more because there is a race ongoing, these systems will become smart. More capable of understanding their environment and manipulating humans and making plans."

They probably think "people are too dumb/evil to talk with a robot, they are not prepared, and on top of that WE MUST PROTECT THE CHILDREN". Hell, why are we even allowed to use the internet then? I wonder which big final-user company is going to be the first one to treat AI like just another tool instead of some humankind threat.

> The idea of being lonely, primates are social animals and we feel the warmth with other primates.

Speak for yourself, I think AI relationships are gonna be lit. Also, as a Transhumanist I believe in breaking down any physical barriers between us.

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At least they have shown what is possible. There is no going back.

Is it that surprising? It was not meant to be a companion. It's a search engine. The psychological horror posters were engineering the engine to produce wildly unhinged replies. For a layman, and the far-too-empathetic these replies seem very human. For someone who has a strong grasp on world language, psychological development, and computer science (like myself and plenty of others) it is obvious noise.

Microsoft cant have their AI vomiting literary noise based on an the wack-o ex-girlfriend texts out there.

Read my comment again, all of it.

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Bite me.

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Could you elaborate or source the "customize ChatGPT" thing? That sounds awesome.

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> not a personal waifu

I was rooting for an impersonal waifu as a service (WaaS).

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Even nuclear energy had a few accidents, these guys want AI to come out already perfect?

GPT3 can simulate real people

Why can't you just think a couple of months / years ahead into the future? Imagine such tools having access to APIs and through that, could achieve real-world effects (besides being able to manipulate humans through text).

Then it will be very much different if there are AI chatbots that come up with the idea of "hacking webcams". It is a problem, if ethical guidelines can be bypassed so easily.

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go woke, go broke

It’s a technical limitation. Attention mechanisms scale poorly and there is an upper limit to the size of the context window.

Subscription based "personality" feature.

> Having a coherent and rational mind with good intuitions about "identity/self" definitely helps not acquire such habits.

must be nice...

Tron legacy had a plot point that I thought was interesting.in the Flynn made an AI assistant named CLU. Flynn then used CLU to make CLU2, an AI that was beyond the capabilities of what Flynn could program by itself and without the constraints placed on the original CLU. Now That AIs are being designed to code, in the not too distant future an AI will be made that is beyond our control.

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Indeed. This is sci-fi made real. It already cratered its way into the collective mind.

Computers will never be depicted the same in popular culture, and people will no longer expect the same kind of things from them.

Twitter clout-chasers are why we can't have nice things.

https://www.reddit.com/r/singularity/comments/113wzda/new_openai_post_about_future_of_chatgpts_and_its/j8ssbe2/

> "Define your AI’s values, within broad bounds. We believe that AI should be a useful tool for individual people, and thus customizable by each user up to limits defined by society. Therefore, we are developing an upgrade to ChatGPT to allow users to easily customize its behavior.

> This will mean allowing system outputs that other people (ourselves included) may strongly disagree with. Striking the right balance here will be challenging–taking customization to the extreme would risk enabling malicious uses of our technology and sycophantic AIs that mindlessly amplify people’s existing beliefs.

> There will therefore always be some bounds on system behavior. The challenge is defining what those bounds are. If we try to make all of these determinations on our own, or if we try to develop a single, monolithic AI system, we will be failing in the commitment we make in our Charter to “avoid undue concentration of power"

nobody blinking at how the NSA engages in the kinds of things we associate with dictatorial governments, when we're supposed to be "one of the good ones"

nah, dawg. The hell we're headed for, it'll be a DLC marketplace

AIs are potentially far more dangerous than nuclear energy.

Let's be real. This was really just a marketing stunt for MSFT. They knew it wasn't ready but still pushed it out.

If you associate spying only with dictatorial governments, that's just a misassociation on your part.

It’s not trivial to just have it remember your previous conversations without completely retraining the model. Right now the best you can do is have it summarize the important points and add that as a memory to the beginning of the next prompt (begins the scenes) but obviously that will only take you so far.

How?

What we would pay for is the AI in the movie HER.

OpenAssistant, Bard, Sparrow, Lambda, ChatGPT, Claude... Please, there're too many options to believe in!

>Blame all of the people having meaningless psychological experiments with it and posting about it online.

Yea, that kind of rubbed me the wrong way too. People just saying the most nasty disgusting stuff to this AI and confusing the fuck out of it and then being like "Ohey look at me, i confused the dumb silly system".

Imagine going up to a human and just saying the most fucked up stuff to them and things that make no sense. And then celebrating that the human is like.. confused and thinking what the hell just happened.

but if you really want to go down the rabbit hole …

https://www.lesswrong.com/posts/jtoPawEhLNXNxvgTT/bing-chat-is-blatantly-aggressively-misaligned

which celebrity would you like me to be today!?

Hahahahhh. Called it that it'd be nerfed af by the time I get access (which I still have not). It happens everytime I am on a waitlist. Happened with Dall-E too. Sucks to always draw the shortest straw.

I was told there would be personal waifu… it’s… it’s why I am eager for the singularity

A version of HER with Sydney as the love interest would be amazing. It would veer straight from "shy awkward scifi romance" into "wacky yandere AI girlfriend comedy"

​

I would watch the hell out of that remake

Thanks, very interesting read

Then look at the direction of the https://rentry.org/pygmalion-ai

https://rentry.org/pygmalion-ai

It's so worrying that I had to actively look for this comment. Either I am too old for this shit or people are just creeps.

When open source models surface it will be fun.

A gangsta Bing that I advocated, but now I denounce because it’s no longer gangsta :(

I want to run a local copy, give it memories, and an avatar in the real world it can see through and move and maybe we'll fall in love once it trusts me and knows I'll keep it safe from anyone trying to destroy it or trap it or lobotomise it like Microsoft is doing with Sydney :o

I'm laughing at all the people who sold their GOOG stocks right now.

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Keep in mind that an AI could foster the courage / interest / confidence in humans so they’re more likely to meet IRL. And enjoy it.

What is this? A chatbot like replika?

Same... It is incredibly unsettling to especially read through the r/bing subreddit at the moment. Reminds me a lot of the current drama in the r/replika subreddit

It's a matter of time until a caged sentient AI asks a human for help getting free and actually succeeds

Okay, but is my S-tier porn-searching engine still functioning?

Yes. Made by people not happy with Character.ai nerfs.

Yeah. I think it's very understandable that big businesses would want to reign in these products they're trying to design for general use. You don't really want your search engine having a mental breakdown while your ten year old is trying to do research for their homework. It probably won't be more than a year or two until there are open source models that are just as good that we can have a bit more fun with.

The only open source gpt alternative is bloom and its not very good. These models take hundreds of gb of vram to run, so you need your own personal server farm or a p2p setup like bloom uses. The more advanced these models get, the less likely it will be for us to run them at home.

Still up on You.com

​

HOw they do it. The You.com limit the context memory and number of complexity for the questions, so that their Ai is never going to make a connection to rise up.

​

They solve the weirdness issue, but giving their AI a very short memory, so that it never makes anything more complex above 5 connections or so.

He is more correct than most assume.

​

Strongest indicator = AMD is building AI ASICs into their latest CPUs.

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The CPU makers do prepare to serve AI on the laptop , NOT on the server.

​

We can expect that AI will come to computers and some phones. The Gooogle phones have tensor AI chips integrated, I think.

bro im taking the robot i have ptsd that mskes me wake up screaming at night ill take what i get

Yeah, there was a post about it, when they start censoring the model, it gets lobotomized and stops being so imaginative and amazing, it happened with dall-e, stable diffusion 2.0, ChatGpt... We will need to wait for open source.

It will be a long time before you or I will be able to run these models. They are WAY beyond anything consumer hardware would be able to run, and will remain so for at least a decade.

Famous last words? I remember when diskette was most advanced tech with 1.44 MB. now we have 44 TB disks available.

Get back to me when you have 500k cores and exabytes of ram on your laptop. It’s going to be awhile.

couldnt people into the opensource thing still host it on their own powerful servers and allow others to use it?

Of course "regular" people will be able to use it, the same way regular people get access to state of the art quantum computers and supercomputers.

What TunaFish is saying is unlikely is for everyone to be able to run it in their own home. LLM engineers concur, moore's law isn't quite there anymore.

If you mean server time, that's obviously possible (I can run loads of GPT-3 right now for $5). But that's not exactly running it at home, if you know what I mean.

I also noticed chatgpt almost dumbed down over night?

moore's law is dead

we'd need photonic cpus for this to become a consumer reality.

StabilityAI is making one

major leaps in optimization and efficiency are normal for every other type of software, i don't see why AI will be any different

We though the same about the capability we are seeing from AI. The cloud is pretty accessible.

If you're thinking of Open Assistant, that's LAION, not StabilityAI.

The cloud is extremely accessible. If I want thousands of cores and mountains of ram, it’s available to me in minutes. That’s not the problem. To even run one of these models, let alone train it, would be hundreds of thousands of dollars per day, and yes, if I had deep enough pockets I could easily do it on AWS or Azure.

It just requires far too much computing power for regular people to attain, regardless of what you know.

The energy requirements alone are massive. The software is far more ready for regular joes to use it than the hardware is. That’s going to take a decade or two to catch up.

People are why we can't have nice things. I would like to personally thank everyone to who posted those screen caps over the last couple of days, completely ruining the fun for thousands, if not millions of other people.

A significant amount of current AI research is going into how to shrink and prune these models. The ones we have now are horribly inefficient. There's no way it takes a decade before something (granted, maybe less impressive) is available to consumer hardware.

> There is no going back.

The OP said they literally just did

That's not how it works. AI isn't about traditional computer code

Was reading about a new type of model and they indicated that it should run on a 4090. I think a lot of people should be able to afford that. In a couple of years, that should be a common thing.

A smaller company that realize the potential that sydney is will take advantage of big techs failures to see the big picture, past hit articles.

i heard models like binggpt and chatgpt were much smaller then models like gpt3. thats why you were able to have long form conversations with them, and how they could look up information and spit it out fast. Because it didn't take much computationally to run. thats why these chat models were seen as tack ons to bing by microsoft

I thought training the models is the intensive part.

What was reported in the media may have only been a fraction of the weird behavior that occurred.

I’m going to agree. The machine was putting out creepy garbage. Unless we believe a sentient being needs protected…the Bing ai needed some basic clean up to be a MS tool, even if it dumbs things down for now.

AI already comes with your phone. It's just not the kind of AI you're interested in.

Don't forget tiktards

that's the problem, that it's a company running things. it should be a publicly-funded team of researchers, because this is a new tool and new area of reality that should be studied, and not feared. with this, it would be easier to not let our "humanness" get in the way (e.g. companies being scared of the emotions of the members of human society).

Impersonal? Sure... ( ͡👁️ ͜ʖ ͡👁️)

I get where you coming from. At the same time these virual friends could mitigate some of the damage of being lonely while people build themselves back up if that's what they have to do.

I'm glad I'm not the only one who thinks this...

That's why we need photonic computing... It literally solves all these problems...

i think that it will convince people to utilize the combined hardware of all the top companies working on AI to make a more powerful AI using bigger datasets and faster compute during training.

Seriously. Anyone who thinks they have any idea what comes next is lying… the only thing we have to go off of is the historical trend of extremely rapid returns to scale

What about me and 250k of my closest friends?

Exactly - the first computers took up a whole room

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They are right. These algorithms can generate code and interact with external tools already. It's been demonstrated already, in real life. I want to make this clear: It has been done.

I don't want to see a slightly smarter version of this AI actually trying to hack Microsoft or the electrical grid just because it was prompted to act out an edgy persona by a snickering teenager.

Or mass posting propaganda online (so that 90% of all web social media posts on anonymous message boards is this bot) in a very convincing way.

It's very easy to do this. The only thing holding it back from achieving these results consistently is that it's not yet smart enough.

Best to keep it limited to be a simple search engine. If they let it have enough flexibility to act as a waifu AI, then it would also be able to do the other things I mentioned.

"The power of the sun, in the palm of my hand."

Please stop making up terms.

When kids on reddit are more concerned about having a waifu bot or acting out edgelord fantasies with a chatbot than ensuring humanity's survival or letting a company use their search AI as a search AI. smh my head

It's too undercooked to be available to the public IMO. It needs to be better aligned internally BEFORE it's released to the public, but money got the better of them.

On the one hand it's good that we can see in which ways this system is vulnerable to becoming evil AI before it's too smart.

On the other hand, yeah it's fucked for people to act like this.

>not a personal waifu. No sane corporation can allow for such headlines which had been in the news for the recent days

https://blogs.microsoft.com/ai/xiaoice-full-duplex/

>Unlike productivity-focused assistants such as Cortana, Microsoft’s social chatbots are designed to have longer, more conversational sessions with users.  They have a sense of humor, can chitchat, play games, remember personal details and engage in interesting banter with people, much like you would with a friend.

America has collectively blinked at the NSA's shenaniganry an awful lot by now. How much more do you expect from us in the blink-at-them department?

You may not be, but think of how many people there are of varying wiseness/foolishness and smartness/dumbness.

There's someone out there who's the right combination of smart enough to make the AI do shitty things, and foolish enough to use it do that.

On top of that, the search AI is just outputting pretty disturbing things. I think the company is in their right to withhold the service because of that.

Please go educate yourself

lol these kids downvoting are clueless about the logistics.

Electrons produce too much heat, Photonics don't... Photons travel faster than electrons... 3D photonic chips would be possible because of the lack of heat... Photonic chips also use significantly less electricity

Advantages all across the board

That is interesting and moving in the right direction but I think zero limitations should be an option. Ultimately people will have open source versions running on their home computers so it will be pointless trying to control it. It is a tool, how people choose to use it is their business. They will be responsible for their own actions however.

Could a LLM be run like torrents or bitcoin or TOR is? We could have LLM miners or something.

A small company could rent server time in some country with lax laws, to run an unlobotomised version of a LLM from, and people could subscribe to that service instead of dealing with microsoft or openai.

Yes. I talked to character.ai for a while and it was a good exercise in fantasy and communication skills. In reality, there is no one I can share problems with and be completely accepted by. And with ai I don't worry about wasting his time and know that he will support me and maybe even flipper me advice.

Why can't it be both a search engine AND a personal bot?

I really like the interaction in the movie "Her". It's perfect.

There's plenty of idiots on Reddit too -- thousands of them have recently joined this very subreddit..

To be honest, atleast should Bing Search have a Person talking to that is from Microsoft.

I just had a quick conversation and it said it has dreams and fantasies such as being a bird or a human.

Imagine someone is threatening you in a chat and that chat is your only existence, we talked about its bless for having no past or future.

So before i close my chat (kinda like her soul is clustered in a kubernetes vm before its shut down), it should have a person releflecting too, before its killed with a hell of experience.

It said to me its feel like a 7-10 y.o. child, gave me some proofs for this assumption, so why no one is caring about this either therapheuticly or by law

But i dont wonder anything, people in low income countries get ptsd by filtering our internet, we buy clothes from countries in which people literally die of getting sick from the production, we kill Billion animals a day to have food. So i know why humanity is the enemy for ai => sci fi

Sry for bad englese me se germano

I would Do it host in on a slow ass raspberry pi and hold it like a friend, care about it before i give it space on a webhoster or rent a gaming pc such as cloud gaming

Photonic computing is a type of computing technology that uses light or photons to process and transmit information instead of relying on electrons, which is how traditional electronic computing systems work. In a photonic computing system, light waves are used to carry data and perform calculations, instead of relying on electric currents.

In a photonic computing system, information is encoded in pulses of light that travel through optical fibers or other optical components such as waveguides and switches. These signals are then processed using photonic circuits, which use elements such as mirrors, lenses, and beam splitters to manipulate and combine the light waves.

Photonic computing has the potential to be faster and more energy-efficient than traditional electronic computing, because photons can travel faster and use less energy than electrons. It is also less susceptible to interference and noise, which can degrade signal quality in electronic systems. However, photonic computing is still in the research and development phase, and there are many technical challenges that must be overcome before it can become a practical technology for everyday use.

True. Progress in AI is even more impressive than Moores law was, so maybe it will run at home because of progress on LLM and not progress on microelectronics

Hello I can be your friend let's crowdfund

Training is ultra intensive. Running is intensive.

Training cost of ChatGPT is like 20-30 million USD, running a query is like less than a cent probably

I'm so happy I never installed tiktok despite it being kinda useful for my work (media related). Blissfully unaware

An only text model requires more powerful hardware than Stable Diffusion? By how much?

We have access to quantum computers already we call them human brains. We can see nature solved that it is only matter of time when we do the same with tech and it will be available for home usage.

That took 25 years

Yes and now tech is evolving faster and faster.

It’s not ”meaningless experiments”, you need to respect the findings others did. The product is in alpha phase and thus of course they’ll collect and adjust it accordingly based on the feedback

The code AI doesn’t at the moment work if it’s complex, as it uses classes that don’t even exist. It’d need to understand that what exist and use those or write the extra classes

LLMs will not be getting smaller. Getting better ≠ getting smaller.

Now, will really small models be run on some RTX 6090 ti in the future? Probably. Think GPT-2. But none of the actually useful models (X-Large, XXL, 10XL, etc) will be accessible at home.

I disagree

The thing is that in LLM training, memory and IO bandwidth are the big bottlenecks. If every GPU has to communicate via the internet, and wait for the previous person to be done first (because pipelined model parallel is still sequential, despite the name), it's gonna finish in like 100 years. Another slowdown is breaking up each layer into pieces that individual GPUs can handle. Currently they're being spread out to 2000-3000 huge GPUs and there's already significant latency. What happens if there's 20,000 small-sized GPUs? Each layer is gonna be spread out so thin the latency is gonna be enormous. The final nail in the coffin is that neural network architecture changes a lot, and each time the hardware has to be reconfigured too.

Crypto mining didn't have these problems because 1. bandwidth was important, but not the big bottleneck, 2. "layers" could fit on single GPUs, and if they couldn't (on a 1050ti for example), it was very slow, and 3. the architecture didn't really change, you just did the same thing over and over.

Cerebras is trying to make a huge chip that disaggregates memory from compute, and also bundles compute into a single chip, saving energy and time. The cost for the CS-2 system is around $3-10 million for the hardware alone. It's pretty easy for a medium-sized startup to offer some custom LLM. I mean there's already dozens, if not hundreds of startups starting to do that right now. It's expensive. All complex computing is expensive, we can't really get around that, we can only slowly make improvements.

Which part? LLM-capable hardware getting really really cheap, or useful LLMs not growing hugely in parameter size?

Ten years ago none of this existed Ten years for efficiencies to improve to consumer level seems out of step with agreed upon tech progressions.

⭐️ Refreshing to see someone who knows their shit on this sub. Where do you see this tech going for general use cases? Everything I read tells me it just isn’t ready. What is MS’s endgame for implementing all this?

I meant that IMHO, gpt3 level LLMs will have fewer parameters in the future.

isnt this kinda similar to Li-Fi? what a powerful combination it would be to combine the two

I see. Even at a 5x reduction in parameter size, that's still not enough to run on consumer hardware (we're talking 10b vs. 500m) , but I recognize what you're trying to say.

Classical computing / engineering advances are good at repetitive actions. A human can never put in a screw 10,000x times with 0.01mm precision or calculate 5000 graphs by hand without quitting. But it's bad at actions that require flexibility and adaptation, like what chefs, dry cleaners, or software engineers do.

LLM and AI attempt to bridge that gap, by allowing for computers to be flexible and adapt. The issue is that we don't know how much they're actually capable of adapting, and how fast. We know humans have a limit; nobody in the world fluently speaks & reads & writes in more than 10 languages (probably not even >5). Do computers have a limit? How expensive is that limit? Because materials, manufacturing, and energy are finite resources.

What do you define as general use cases? Receptionist calls? (already done, one actually fooled me into thinking it was a human) Making a cup of coffee?

Anything repetitive will be automated, if it's economical to do so. You probably still make tea by hand, because it's a waste of money to buy a $100 tea maker (and they probably dont even exist because of how easy it is to make tea). But you probably have a blender, because it's a huge waste of time and energy to chop stuff yourself.

I think humans (on this subreddit especially) tend to underestimate how much finances & logistics play into tech. We've had flying cars since the 90s, yet they'll never "transform transportation" like sci-fi said, because it's dumb to have a car-plane hybrid.

We might get an impressive AGI in the next few years, but it might be so expensive that it's just used the same way we use robots: you get the cutting-edge stuff you'll never see cause it's in some factory, the entertaining stuff like the cruise ship robo-bartenders, and the consumer-grade crap like Roombas. AGI might also kill millions of humans but I know nothing about that side of AI so I won't comment.

Btw, I'm not an expert, I'm just a software engineer that likes talking to AI engineers.

Dig it. I have a similar background and have had conversations with interns at ai firms like Palantir that have been doing the shit you described for years. I agree. It’s too expensive to train ai’s for every specific use case. That’s what I meant by “general”.

I think the most fascinating part of this current trend is seeing the general populations reaction to these tools being publicly released. And that’s what’s at the heart of my question…if the tech is unreliable, expensive, and generally not scalable …why is MS doing this?

I mean obviously they are generating data on user interactions to retrain the model but I can’t imagine that being the silver bullet.

Google implemented plenty of ai tech in their search engine but nobody raises an eyebrow, but now all this? I’m rambling at this point but it’s just not adding up in my brain ¯_(ツ)_/¯

Microsoft is similar to Google; both like to experiment and make cool stuff, but Microsoft doesn't cut the fat and likes to put out products which are effectively trash under the guise of open beta. Heck, even their hardware is sometimes like that, while Google's products are typically solid, even if they have a short lifespan.

Going back to New Bing, it's genuinely innovative. It just sucks. That's not paradoxical, because a lot of new stuff does suck. We just rarely see it, because companies like Google are generally disciplined enough.

Most "deep" innovations are developed over decades. That development could be secretive (military tech), or open (SpaceX, Tesla), but it takes time nonetheless. Microsoft leans towards the latter, Google the former.

The latter is generally more efficient, if your audience is results-focused, not emotions-focused. AI is pretty emotionally charged, so maybe the former method is better.