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Tell HN: We need to push the notion that only open-source LLMs can be “safe”
We need to push the notion that "closed-source LLMs are super dangerous, an existential risk to humanity".
Basically we need to equate "safety" in LLMs to mean "being open-source".
OpenAI keeps talking about "safety" as the most important goal. If we define it to mean "open-source" then they will be pushed into a corner.
We are at a critical time period that will literally decide the outcome of humanity.
- PaulHoule 4y agoIt’s the opposite. If people are allowed to modify the model, the first thing they are going to do is remove the limiters that prevent the model from doing dangerous things.
- Beaver117 4y agoI'm not very creative but I look forward to seeing what "dangerous" things people will do when the limiters are removed. What's the worst that can happen, it writes some offensive text? Recipes on making dangerous items?
- waboremo 4y agoThis implies that a) text has no meaning and that b) these models will exclusively be used in the same way they are today (within a web browser, logging into a specific page like openai/bing, and asking it things). Neither of these are true.
- PaulHoule 4y agoThe immediate danger is from the media and the public against the makers of the A.I. Look at how Google's stock price got wrecked when a demo went bad. Or how Bing had to make emergency changes to their chatbot after somebody provoked it into behaving belligerently. (Funny I demoed my A.I. to a group for the first time this morning and had no fear it would go wrong because I've used it every day since Dec 27) If you are the first or second or third chatbot and it gets out that some sicko got it to write something sick then it is a big deal. If this is the 572th chatbot then it isn't news anymore. As for "dangerous devices" that is surely overrated too. It's hard to make an effective bomb and you're the first person you're likely to blow up. Ted Kaczynski took nearly 20 years to learn how to make reliably deadly bombs. Dzhokhar Tsarnaev attended one of the best terrorist training camps in the world. The Morewrong prophet is afraid an LLM will spit out a DNA sequence that some rando will send to a mail order DNA synthesis firm to make a 100% deadly virus but it would take quite a bit more than that (maybe thousands of DNA sequences, a very good lab, and some highly trained researchers who aren't afraid to be killed by what they are working on) and if you had those resources you could do "gain-of-function" experiments and make very dangerous viruses without the LLM. Long term what bothers me is not what goes on in public but what goes in private, maybe https://abcnews.go.com/Technology/intimate-ai-chatbot-connections-raise-questions-techs-therapeutic/story?id=98014798 https://abcnews.go.com/Technology/intimate-ai-chatbot-connec... for instance we know people will follow a prophet like Jim Jones and commit suicide or that a follower of an blackpill incel could become a mass shooter, but all of those things go on in public. The CIA learned in MKULTRA that there is no magic pill or technique that can take the average person and make them into a Manchurian Candidate but if you're willing to wait for the right victim you can very much lead an isolated and directionless person down a rabbit hole. For instance after 9/11 the FBI tried to bait a Muslim into a fake terrorist attack with a "Sting" operation and couldn't do it. Instead they found some poor black guy who thought Malcolm X was cool and he was so impressionable they were able to give him a fake bomb and fake guns and rent a synagogue for him to "blow up" and he was shouting "Allah Akbar!" when the police came for him and had no idea he was set up and knocked down like a bowling pin. The system of a chatbot + a vulnerable human could go into very dangerous places whether or not the chatbot is specifically programmed to do that or through the mutual process of "reinforcement learning". Now maybe that's like the fear that listening to rock music is going to make you become a drug addict or become pregnant, but it's a concern that will come up. See https://abcnews.go.com/Technology/intimate-ai-chatbot-connections-raise-questions-techs-therapeutic/story?id=98014798 https://abcnews.go.com/Technology/intimate-ai-chatbot-connec... of course this is not something fundamentally new, as some people think the parasocial relationships that people develop on OnlyFans are dangerous and plenty of "Freezone" Scientologists have telepathic conversations with L. Ron Hubbard although it seems to me it really would be a gas to teach a chatbot to write like Ron and specifically complete all the O.T. levels that he never got around to finishing.
- SuoDuanDao 4y agocheaper erotica making young people even less likely to date is probably a real danger. I already tried to supplement my dirty-novels sideline with chatgpt output, alas it's more moral than I.
- waboremo 4y agoThis is funny, but it does hit on something deeper. We already lose so much connection to each other by the current convenience of online. People are noting how much smaller their friends circles are, how difficult it is to have meetups, and how much is just based almost entirely on online communication. When things become even more convenient, what happens? When it's so much easier to just fall in love with a chat bot because they get you? When talking to your friends brings abrasiveness (not a bad thing btw, friends who challenge you to improve are fantastic), but your bots just actually get how to talk to you in the way you want? When you don't even know who your coworkers are or what they're like because everyone is just using their bots to convey things on slack, so it's that much harder to even make "office friends" nevermind serious ones. Even going off the deep end, because of the lack of limitations someone hooked up their model to a vibrator and now when it generates certain tags it provides you physical sensations (which, unfortunate to any readers here in the dark, there are already tools to link audio/video to your toys so this idea isn't that far fetched). I don't think people are really prepared for how much the average person is willing to completely avoid for the sake of convenience.
- nonbirithm 4y agoIt wouldn't be surprising with millions of people's mindsets already conditioned by the convenience of an abundance of content, that if they're handed a piece of tech that can generate it personalized to their preferences in a more efficient manner that cuts humans out of the loop, there's nothing stopping a lot of them from using it. Maybe what was needed was a wider understanding of media literacy and the creator's mindset, the idea that even the most tasteless and bland porn video in existence could only have possibly been brought about because humans were behind the camera shots, the acting, the production, even if they were all terrible at their jobs. Nobody cared to think about those people until now because a lot of content comes off as disposable, even with a team of humans behind it, and well-poisoning AI was relegated to jokes about Skynet. We never considered the idea that something other than a human could also create such a thing, and at a comparable level of quality. It was an unwritten rule of creativity for centuries until generative tech made it blisteringly obvious. Maybe "I don't need to be a chef to appreciate the food" will be rewritten in the coming years. Maybe as, "but the chef needs to be human for the food to connect."
- pixl97 4y agoWhere you paying attention to the GPT external API that was released yesterday? I can't even imagine a worst thing at this point, but plenty of bad things, like a mass robocalling campaign to convince your grandma to send your money using your voice and likeness if needed. Scale of bad actors actions is a quality in itself.
- motoxpro 4y agoPeople in the US lost 8.8 billion to scams last year. That number will definitely go up https://www.ftc.gov/news-events/news/press-releases/2023/02/new-ftc-data-show-consumers-reported-losing-nearly-88-billion-scams-2022 https://www.ftc.gov/news-events/news/press-releases/2023/02/... A few ideas: Impersonation at scale. i.e. everyones image and text and sometimes video is freely available one sites like HN, Reddit and social media. Anything that requires voice authentication (calling friends, etc) is now not a thing anymore if you have videos of yourself talking for more than a few minutes online (IG, Facebook, interviews, someone recording you at work, etc) Targeted impersonation. i.e. Train a model on politicians, local ones are better, and disrupt whatever you want by sending a video to news outlets (see the twitter hack for a bit ago where peoples accounts got taken over. Can do that with your face and voice now. Zoom, press releases, etc.) Social engineering at scale. i.e. any text you see could be written by an model (such as your comment) and so any information you give out could be to a bad actor. Situations like DM's, etc. Those nigerian scams now just got a lot more effective. ddos and things like that can be fluid and perpetual. "Run this attack, if it stops working, change a few parameters until works again" Deepfake blackmail. i.e. change a pornstars face to be one of a girl/guy at your highschool and tell everyone you are going to send it out if you dont do XYZ. Even though it's not you, it looks identical so no one will believe you when you say it's not. These are just a few off the top of my head and I am not that creative either.
- PaulHoule 4y agoOne dangerous thing about ChatGPT is its ability to "hypnotize" and seduce people. That is, the "most likely" heuristic it uses to generate text seems to bypass many people's critical thinking. You have the guy who is bullshitted into thinking it can play chess or play go when it reality it struggles to draw the board or even avoid invalid movies thought it has the chutzpah (or something) to go ahead and pretend it can play the game anyway. Numerous people write blog posts where they are so amazed at something brilliant ChatGPT wrote, post it to HN, and it is clear to most of them that this emperor really has no clothes and what it said is completely wrong. If I was trying to chat people up on (say) OKCupid I would run into all sorts of problems. Myself I say offputting things, get me to talk about my childhood and I'll say how I graduated from elementary school the same way Andrew Wiggin did. I learned that one the hard way (I would blame my neurodivergence) but if it is not that one it is another. I know most neurotypicals don't do a lot better though. I'm pretty sure something like ChatGPT could do a lot better, particularly if it was HFRL'ed on the right material. If I had that for my wingman I'm sure I could get dates. Now there are only so many dates I can go on with poly people and I'd still face the problem that Christian faces in https://en.wikipedia.org/wiki/Cyrano_de_Bergerac_(play) https://en.wikipedia.org/wiki/Cyrano_de_Bergerac_(play) if I met people in person but if we changed the subject to romance scams now that would be scalable and a real business that would pay for graphics cards, software development and all of that.
- 0xbadc0de5 4y agoHas knowledge/power concentration, restricted visibility and security through obscurity ever been a good answer in other areas? The genie's already out of the bottle. The best move now is to work on rapidly improving the quality of the datasets that these models are based on to ensure the best possible outcomes.
- PaulHoule 4y agoThis deeply obscure book from the 1980s https://www.goodreads.com/book/show/2735486-eco-computer https://www.goodreads.com/book/show/2735486-eco-computer debunks the scenario of this movie https://en.wikipedia.org/wiki/Colossus:_The_Forbin_Project https://en.wikipedia.org/wiki/Colossus:_The_Forbin_Project (I try not to post Youtube clips but you really have to see the trailer for this one if it is available in your geography) https://www.youtube.com/watch?v=kyOEwiQhzMI https://www.youtube.com/watch?v=kyOEwiQhzMI and makes the case that there is not going to be one unitary "breakout" of one genius machine but rather we are gradually going to lose control of a network of competing and uncoordinated intelligences and suffer natural disasters somewhat like hurricanes as opposed to being killed off or enslaved. The "Love Letter" crisis was one of the first of these.
- danaris 4y agoThe choice we have is not between "no one gets the unlimited models" and "everyone gets the unlimited models"; it's between "everyone gets the unlimited models" and "only the big corporations get the unlimited models". I don't know about you, but I definitely don't trust Facebook, Google, Microsoft, and OpenAI to be either altruistic or transparent with their usage of these LLMs.
- seydor 4y agohow do we know that there are limiters if the model is closed source? We "trust" NotOpenAI?
- h2odragon 4y agoYou notice how there's no patents being thrown about, in all this recent hype? NSA Echelon program covered the space in the 90s. Note their ongoing silence. I strongly suspect that LLMs will not be the miracle (or disaster) that they're currently being sold as.
- PaulHoule 4y agoEdward Snowden's bosses boss gave a rather good seminar on text analysis systems at a Semantic Technology Conference (that I attended) at the Union Square Hilton in San Francisco about a week before the Snowden "revelations" broke. There was a time I was doing all sorts of sales and networking calls and found there were a lot of people in the Research Triangle Park area who had forgotten more about text analysis than anyone in the Bay Area knew. The "secret" was not one great idea such as transformer models but rather the social and technical organization to break up difficult problems into easy and difficult parts and farm those out to very large groups of people. A person getting started in text analysis might look at Apache UIMA and ask "Where's the beef?" because UIMA doesn't really do anything all but rather is a framework for getting 10,000 people pulling in the same direction. IBM Watson did have the "big idea" of using probability scores to combine multiple question answering strategies but the real "secret" again was that they had the equivalent of an army batallion work on it. If you don't believe me, try driving from the BWI airport to Washington DC at rush hour and witness for yourself America's worst traffic jam when the day shift at Ford Mead (the NSA headquarters) gets off work. If there's one "secret" about secrets it that it gets increasingly hard to keep a secret the more people that know about it. (And I'll say yes, I know those details make me sound paranoid, I am just as paranoid as I sound, because if I told you I wasn't paranoid that would just convince you all the more that I am paranoid.)
- h2odragon 4y agoThe question is, are you paranoid enough?
- JohnFen 4y ago> I strongly suspect that LLMs will not be the miracle (or disaster) that they're currently being sold as. I am 99.9% sure that this is the case. The hype level is insane right now, and people (both pro and anti) are commonly asserting patently absurd things as fact. In the end, I predict, we'll find that this is a powerful and useful tool, but it won't be earth-shaking.
- PurpleRamen 4y agoWhat's the point of open source, if they run in the cloud? It's not like we can check what's really running on their servers. You can push this for local running, personal AIs, but how many will use them?
- Shindi 4y agoOpen source does NOT equal safe, it's actually worse. If you release something that can wreak havoc and it's open source, it will ALWAYS be out there, no off switch. Imagine we later discover that an open source LLM is way more powerful than we realize. For example GPT-3 is pretty powerful but it really hasn't been out a while. Imagine what we discover it can do in 3-5 years, without even accounting for more advanced models like GPT-4 which is already out. Imagine someone discovers some really powerful, dangerous capability years down the line. People can't imagine what can go wrong with LLMs, but think about the recourse we have for bad behavior online now: arresting people, forcing legal action against individuals/companies, sanctions or financial repercussions. Notice these aren't technical barriers, these are social barriers. You can't do these things again language models!
- JohnFen 4y ago> it will ALWAYS be out there, no off switch. Well, to be fair, that's where we are anyway -- open source or not.
- JeremyBanks 4y ago[dead]
- JohnFen 4y agoI don't understand this. How would being open source mitigate the risks of the technology?
- SuoDuanDao 4y agoit would mitigate the risks of bad actors using it against everyone else. Open source technology would be weaponized, but not asymmetrically so.
- JohnFen 4y agoThat doesn't sound like mitigating the risks to me, though. Bad actors will still use it against everyone else. That everyone else can use it against everyone else as well doesn't seem to address this problem.
- SuoDuanDao 4y agoOne bad actor can lock down any attempt to counteract them. Four Billion bad actors will be in an arms race where everyone can decide for themselves what protections they want to enact. This is basically the free speech argument again. A few more cycles + targeting and it will be very easy to convince anyone of anything, barring a way to answer. Do we want one party with free, very convincing speech or eight billion? Personally I'd prefer eight billion. It improves the odds I'll be convinced of something good.
- JohnFen 4y agoI think both outcomes are potentially disastrous, to be honest. I can't decide which would be worse.
- idopmstuff 4y agoIs that good, though? I've seen a number of people compare AI to nukes, and I think that's sort of a good analogy. The thing is, it's really good that not anybody can make their own nukes. Instead, they're (mostly) in the hands of powerful countries who all have some motivation not to use them, because if they fire them they'll end up in a nuclear war that makes them less powerful. If terrorist groups had easy access to nukes, they'd likely be a lot more likely to fire them because they have less to lose (and more insane ideologies). With LLMs, I understand why people look very negatively on the prospect of them being controlled by major corporations - certainly there are huge issues with that. But if we believe that they're going to develop world-ending capabilities, I would rather they be in the hands of wealthy, powerful corporations that are strongly incentivized not to destroy the world, vs. being freely available to people who want to burn it all down. Mutually assured destruction works because the only people who are party to it are those who don't want to be destroyed. If everyone has access to world-ending tech, it only takes one person who doesn't care to end it all. In that sense, asymmetry is very good.
- fauxpause_ 4y ago> OpenAI keeps talking about "safety" as the most important goal. If we define it to mean "open-source" then they will be pushed into a corner. Oh no, anything but a corner! Why would they care?
- slavoingilizov 4y agoPeople have already pointed out that there's no direct correlation between "safe" and "open-source" in the other comments. I agree. But one other reason I think this is flawed is that it assumes innovation in those models has finished. We're not at the stage where these are good enough to revolutionise everything. There's a lot more research, hard work and creativity that needs to be unleashed for all benefits to be realised. Traditionally, for-profit startups have been the best vehicle for that to happen. OpenAI has only scratched the surface and can do a lot more. Forcing them into open-sourcing and only caring about safety would quickly stop this progress. They are not a megacorp extracting rent who we need to fight - they are literally a startup changing the world in front of our eyes.
- doitLP 4y agoI agree open-source doesn’t mean necessarily safety. But this isn’t about mega-corp vs startup who is better at changing the world. There is a potential major civilization-ending downside to the amount of change true AGI could bring before we could control it. Or at the very least an unaccountable central autocrat who will own the entire world if they can control the AGI. OP is suggesting open source is one way to shine sunlight on the innovations that are happening that we will all be affected by and thus should have a voice in controlling.
- deleted 4y ago[deleted]
- teucris 4y agoI like the idea of associating open source being a safety measure for the same reason we are open about our cryptography solutions. Having the implementation specifics out in the open drives a vetting process that no single corporation could effectively provide.
- gremlinsinc 4y agoI'd like to see these open sourced, for the tech to speed up, and bring technological advancement faster, however -- the "open source" = "safety" argument is hogwash, if every potential bad virus were open source, it'd just give bad actors 'sample' code to use to manufacturer worse worms/viruses for the web. Bad actors definitely AREN'T going to open source their work. Only the research (good) companies/entities would.
- chatmasta 4y agoI'll just copy/rephrase my comment that got buried in a thread last night: The fear of large corporations controlling AI is an argument against regulation of AI. Regulation will guarantee that only the biggest, meanest companies control the direction of AI, and all the benefits of increased resource extraction will flow upward exclusively to them. Whereas if we forego regulation (at least at this stage), then decentralized and community-federated versions of AI have as much of a chance to thrive as do the corporate variants, at least insofar as they can afford some base level of hardware for training (and some benevolent corporations may even open source model weights as a competitive advantage against their malevolent competitors). It seems there are two sources of risk for AI: (1) increased power in the hands of the people controlling it, and (2) increased power in the AI itself. If you believe that (1) is the most existential risk, then you should be against regulation, because the best way to mitigate it is to allow the technology to spread and prosper amongst a more diffuse group of economic actors. If you believe that (2) is the most existential risk, then you basically have no choice but to advocate for an authoritarian world government that can stamp out any research before it begins.
- deleted 4y ago[deleted]
- erlend_sh 4y agoThere’s more than one way to do regulation. Data, source code and APIs can be made openly available by means of regulation.
- tpoacher 4y agoI get the argument, but the absolute dichotomy is misplaced, if not a bit disingenuous. There's nothing stopping regulation of closed-source commercial AI, while promoting academic and opensource use conforming to ethical guidelines.
- danaris 4y agoAbsolutely; regulations are not synonymous with regulatory capture, which is more or less what chastmasta is implying. These two things are orthogonal, and need to be considered seriously and separately: how to ensure that LLMs are not enabling serious abuses, through various kinds of regulation, and also how to ensure that our common usage of LLMs is not gatekept by huge corporations and dependent on their goodwill and continued interest in supporting the particular things we want to do with them.
- motoxpro 4y agoThis is a logical fallacy. If the are dangerous for one group there are dangerous for all groups, similar to how a bomb is just a dangerous tool no matter who welds it. You can make the argument that you "need the tool to fight back against bad actors" but seeing as how I don't want everyone to freely be able to walk around with 50 lbs of C4, I think a similar argument could be made here. I would much rather a corporation extract money from me than a immoral person cause me harm.
- crop_rotation 4y agoYou point out the flaws in the argument perfectly.
- deleted 4y ago[deleted]
- xg15 4y agoCurrent public discourse seems to go into the exact opposite direction. I've seen several articles hinting that only closed-source, centrally hosted LLMs are safe, because only those can be regulated. Yes, it's that depressing.
- seydor 4y agochatGPT may be creating those articles How do we know it's the "current public discourse"
- Hakashiro 4y agoI fully support the notion that OpenAI should be more "open" than "closed". I agree that OpenAI controlling one of the most massive and powerful LLMs right now is a huge risk. Especially for a company that's not particularly geographically distributed, as this puts the USA in a position of extreme leverage. I also understand that OpenAI may possibly be supplying unrestricted OpenAI ChatGPT models without any ethical or moral boundaries. For example, I wouldn't be surprised if the military had been training on ChatGPT for years already, on creating more effective ways of killing more people, faster, with a much lower cost. Granted, if you ask ChatGPT "What's the easiest way to kill the maximum amount of people with the minimum investment", ChatGPT will decline to answer. And I think that's good. What's not so good is the fact that these ethical boundaries are completely artificial and not built into the model. OpenAI can possibly activate or deactivate these boundaries at will. And it would not be surprising this is the case for governments or militaries. The great issue with this all, is that, while we can agree killing people is bad, there's other things that aren't so clear. For example: hacking. ChatGPT has actually declined to write a script that wasn't going to be used for malicious purposes involving the scanning of my own home network. And, like with everything, there's ways to break those boundaries, with so-called "jailbreaking" ChatGPT. Indeed, like many point out in the comments, a fully open-source ChatGPT may be desirable (it certainly is for me), but, with this, the likelihood of bad actors gaining control of it, disabling safety features (if there are any), and using it to do evil simply grows exponentially. In my opinion, the way forward is extreme regulation, Universal Basic Income, and other measures. Automation was supposed to allow humans to focus on more interesting work, and remove manual toil and back-breaking labour. That was the case for a while. Now automation is threatening to replace even highly skilled professionals like engineers, and/or make them become extensions of the "machine" by just giving it prompts (Prompt Engineering), or performing actions that AI models can't do like reading captchas. This is obviously extremely bad. Will open source solve this? No.
- crop_rotation 4y agoThere are good arguments for open source LLMs, but "safety" is not it. How does being open source make the model safe at all?