Building first principles, sovereign AI @ii_posts. Founder @StabilityAI. Consistent inference is possible.

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The Last Economy is number 1 on Amazon's Best Sellers for AI with a pretty good ratings ✍️ No publisher or big campaign, also available for free on the website and paperback just dropped 📖 Thank you all for the support & the next part is nearly done..🚀
Economics was built for scarcity. The Intelligence Age is about abundance. Today we release our book, The Last Economy, introducing Intelligent Economics, a unified theory for this new era. 🧵
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Replying to @elonmusk
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What is the equivalent of this for software engineering
Amazing that this happened recently!
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We were promised 180 characters but got flying cars instead.
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"Cat Knight". #StableDiffusion #AI Prompt: kneeling cat knight, portrait, finely detailed armor, intricate design, silver, silk, cinematic lighting, 4k Parameters:scale7.50-k euler By Valere: hostux.social/@valere/108939…
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My take on o3: the global economy is cooked, we need a new economic and societal framework.
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Delighted to announce the public open source release of #StableDiffusion! Please see our release post and retweet! stability.ai/blog/stable-dif… Proud of everyone involved in releasing this tech that is the first of a series of models to activate the creative potential of humanity
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Google and Microsoft are going all in with generative AI as core to their future. There is no “we are still early” here, trillion dollar companies are shifting their whole strategy and focus. I can’t ever recall a technology and strategy shift as fast and meaningful as this.
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What’s stopping Microsoft & GitHub from upgrading VS code such that it matches or beats Cursor?
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So @OpenAI is currently at a 3 quadrillion token annual run rate All of humanity together speaks about 50 quadrillion tokens a year
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Replying to @sama
My timeline is AGI All Ghibli Images
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When capital no longer needs labor, how does labor gain capital? 🤔
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Fibre broadband cut out, looks like it will be a few days to repair 🧑‍🔧 System flipped to @Starlink backup, have seamlessly resumed doomscrolling 🛰️
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tremendous alpha right now in sending your wife photos of yall converted to studio ghibli anime
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What is one fully remote job that 100% won’t be able to be done by an AI or bunch of AIs in say 5 years?
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“What is my purpose?” “You pass the handbags” “Oh my god..”
Introducing NEO Beta. Designed for humans. Built for the home.
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Open offer to anyone @OpenAI who actually wants to work on Open AI: We will match your salary, benefits etc but you can work on any open source AI projects you like, ours or others. Collaborate, be open and prioritise good outcomes over self interest: openai.com/blog/introducing-…
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Cost less to train GPT-4o, Claude 3.5, R1, Gemini 2 & Grok 3 than it did to make Snow White Still early
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Making this clearer: We now have an open source AI model that can match chatGPT/Claude (and graduates!) that runs on a tiny $599 Mac Mini Intelligence Age is here 🚀 🧠 🤖
Distilled qwen 32b model is insane performance, will run on 16gb vram ie all new Macs absolutely fine
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Introducing Dream Machine - a next generation video model for creating high quality, realistic shots from text instructions and images using AI. It’s available to everyone today! Try for free here lumalabs.ai/dream-machine #LumaDreamMachine
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On Macbook M4 Max gpt-oss 120b: 48 tok/s high 35 tok/s normal 23 tok/s low power Very nice outputs, new model of choice
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Not going to beat centralized AI with more centralized AI. All in on #DecentralizedAI Lots more 🔜
An announcement from Stability AI: bit.ly/43zsVjN
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Deepseek are not faking the cost of the run. It’s pretty much in line with what you’d expect given the data, structure, active parameters and other elements and other models trained by other people You can run it independently at the same cost It’s a good lab working hard 😓
deepseek is a ccp state psyop + economic warfare to make american ai unprofitable they are faking the cost was low to justify setting price low and hoping everyone switches to it damage AI competitiveness in the us dont take the bait
Community note
There is zero evidence that Deepseek is a psyop. The post does not provide any sources and presents the opinion of the OP, whose father is a major OpenAi stockholder, as a fact. deepseek.co
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The other aspect of this is we can also now adjust facial expressions using AI in media we create and pretty much live as well. Think about that..
This is insane. We can now detect feelings in real-time through facial expressions using AI. (Open-sourced code in the next tweet)
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OpenAI announces leadership transition openai.com/blog/openai-annou…
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Stories about how chatGPT will kill Google are a bit silly. Google have the best full stack LLM team and infra with custom chips (PaLM, LaMBDA, Chinchilla, MUM, TPUs etc) Nobody can bet them on innovation, cost or go to market. Institutional inertia is only limiting factor.
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We are committed to Open Models @StabilityAI We have given over 20 million A100 hours in grants to open AI research & projects across communities. Stable Diffusion 3 will have an open release. Same with video, language, code, 3D, audio etc. Open collaboration is the way 🚀
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Claude 3.5 Sonnet is better at writing code than a typical computer science grad.
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Terence Tao is spot on, AI models need more data on failure and what doesn’t work
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We are quite clearly in an intelligence takeoff scenario Forget AGI, ASI etc Machines will be able to do most digital knowledge tasks faster, better & cheaper in the near future They can coordinate better, scale & learn from mistakes Have you considered the implications
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OpenAI revenue this year ~$10b Video games revenue this year ~$200b Big labs will be trying to monetise your attention, scarcest resource of all Attention is all they need
FT: Elon Musk’s xAI is developing a technology known as “world models”, which are artificial intelligence (AI) systems capable of understanding and designing physical environments. To achieve this, xAI has hired former Nvidia specialists. These world models are considered a more advanced form of AI than the large language models (LLMs) trained primarily on text data, and are expected to surpass the limitations of popular AI tools such as ChatGPT and xAI’s own Grok. According to FT’s sources, xAI plans to apply world models first in the gaming sector. The models could be used to automatically generate interactive 3D environments and potentially be applied to AI systems for robotics. Some tech companies expect world models to become a next-generation core technology that could extend AI applications beyond software into physical products, such as humanoid robots. Last month, Nvidia told the Financial Times that the market potential of world models could be nearly as large as the entire global economy. Musk also reaffirmed his earlier goal by posting on X (formerly Twitter) that xAI will release a “great AI-generated game” by the end of next year.
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what in the chart crime
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Honestly unsurprising @grok is the most degen trader
Are you ready for Alpha Arena?
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On AI ethics & governance Most powerful AI created by an org that has rejected its founding principles of transparency, openness, and collaboration They say it could: i) be an existential threat to humanity ii) destroy our current society Controlled by one unelected person 👍🏾
OpenAI makes a lot of big promises about looking out for humanity's best interests — but forgive us for having some trust issues. trib.al/JgFG0s9
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Some raw output from #StableDiffusion2 Like actually try it folks, it's only going to get better from here, each of these was generated in a couple of seconds. We will release some optimised settings soon. 🚀✨
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Replying to @Suhail
Interview prep startup is so obvious
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If China is banned from getting AI chips won’t it 100% take over Taiwan? Then the US won’t get any chips from there? Am I missing something?
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So, open source #ChatGPT? 🤔 I have some thoughts 💭 But first what does everyone else think 🧐 👇
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“Photo of a red sphere on top of a blue cube. Behind them is a green triangle, on the right is a dog, on the left is a cat” #SD3
Announcing Stable Diffusion 3, our most capable text-to-image model, utilizing a diffusion transformer architecture for greatly improved performance in multi-subject prompts, image quality, and spelling abilities. Today, we are opening the waitlist for early preview. This phase is crucial for gathering insights to improve its performance and safety ahead of open release. You can sign up to join the waitlist and learn more here: bit.ly/3OR2qQF #stablediffusion3 Prompt: Epic anime artwork of a wizard atop a mountain at night casting a cosmic spell into the dark sky that says "Stable Diffusion 3" made out of colorful energy
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For 300k years: Intelligence was scarce. Humans monopolized thinking Education created value Cognitive labor commanded premium In next 1k days: Intelligence becomes abundant. AGI thinks faster, cheaper, better Human thought has negative value Cognitive labor becomes liability
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Can you imagine being a "frontier" lab that's raised like a billion dollars and now you can't release your latest model because it can't beat deepseek? 🐳 Sota can be a bitch if thats your target
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Grok Imagine is amazing, heading towards what I always wanted to build at Stability AI The generation speed & relative quality is great When the new video model is trained you can see how thoughts will be given form in future Great job ⁦@xai⁩ team!
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Google AI studio >>> Gemini App Just wish it had deep research
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Going to be big advances (again) in AI in the coming weeks from text to image etc. Folk dismissing this as a toy/wondering what use should dig in and realise this augments communication, understanding & a whole lot more that is core to value creation. Exponentials are crazy.
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I deeply regret my participation in the board's actions. I never intended to harm OpenAI. I love everything we've built together and I will do everything I can to reunite the company.
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Setting up our US entity today. Yesterday it was too dangerous with politics & bureaucracy to do crypto & AI properly there. Today is a new day. 🚀/acc
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Just as the industrial age collapsed the cost of physical labor, the intelligence age will collapse the cost of intellectual labor
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AGI is already here. All the components exist; we just need to stitch them together. It’s Artificial General Intelligence, not “Artificial Top-Percentile Human Intelligence.” Two years ago, who would have said an IMO gold medal & topping benchmarks isn’t AGI?
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GPT4 was a feat of engineering by a great team Here is the (all highly skilled) team breakdown: 1. Pretraining: 83 2. Long context: 12 3. Vision: 57 4. RL & alignment: 128 5. Evaluation & analysis: 147 6. Deployment: 86 343 unique folk in total (some did more than one area)
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Distilled #StableDiffusion2 > 20x speed up, convergence in 1-4 steps We already reduced time to gen 50 steps from 5.6s to 0.9s working with @nvidia Paper drops shortly, will link, model soon Will be presented @NeurIPS by @chenlin_meng & @robrombach Interesting eh 🙃
Will be an interesting day tomorrow 😏
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After you get great base models like #SD3 what comes next? Control, composition, collaboration.. More soon.. @Nitrosocke
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Twitter R&D costs being 50% more than @DeepMind is really quite the puzzle.
Twitter cost of rev last qtr was $540m on a rev.on $1.175b. 45% of revenue. It's just an app.
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My take on r1: the global economy is truly cooked, we need a new economic and social framework.
My take on o3: the global economy is cooked, we need a new economic and societal framework.
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Stable diffusion XL #SDXL is in testing with our partners & dreamstudio.ai, getting data to refine it before open source release. It is a 2.3 billion parameter variant (original 900m) with a range of improvements that will feed into Stable Diffusion 3 🚀 ✨
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Trying @Magnific_AI to reimagine some graphics. Can't write magic without AI I suppose
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While the OpenAI stuff is dramatic & engaging 🍿 it highlights the poor governance of this tech that will impact all our lives We shouldn't care who CEOs, Presidents, individuals etc are on who controls this/how it evolves This isn't safe😑 This is why we build open models 🚀
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The intelligent internet. Personalised generative search models for everyone that compress knowledge. Image, audio, text & more. Distributed & dynamic - a protocol for the next generation. This is how we build the foundation to activate human potential @StabilityAI
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As my notifications are RIP some notes: 1. My shares have majority of vote @StabilityAI 2. They have full board control The concentration of power in AI is bad for us all I decided to step down to fix this at Stability & elsewhere Will be sharing more soon Exciting times
Not going to beat centralized AI with more centralized AI. All in on #DecentralizedAI Lots more 🔜
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With distilled stable diffusion, chatGPT (which is awesome, great job by @openai team 👏) and other stuff hitting soon we are almost at real time human-level generation of media and content. How will this impact folk reading this tweet? I’m surprised how few grok what’s coming
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Happy to announce @SchellingAI 👋 We will be building & supporting open source code, models and datasets powering & powered by AI money 🚀 Our focus is innovative research & deliberative building of culturally-aware, science, education & creative AI that will advance humanity by mining intelligence 🤖 This is supported by an institutional-grade digital asset that acts as a store of value similar to Bitcoin. This is secured by AI compute mining both on supercomputers & distributed personal compute for training and tuning/augmenting models and datasets. ⛏️ Bitcoin is a Schelling Point for value & we hope Schelling AI can be the same for the open source AI ecosystem, operating in an open, collaborative and positive sum manner. 🤗 We believe this is will be an important step in decentralizing & democratizing AI. 🫡 We will have much more detail on July 20th, follow @SchellingAI & watch this space. 👀
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Replying to @jmpy_91
Whole buncha hardware too
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Looking at our models and others looks like the next few weeks will be yet another jump up in generative AI. Like where does it stop. 😬
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lol.
We are dedicated to the OpenAI mission and have pursued it every step of the way. We’re sharing some facts about our relationship with Elon, and we intend to move to dismiss all of his claims. openai.com/blog/openai-elon-…
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For what it’s worth I believe #StableDiffusion will eventually get down to 100 megabytes, loads of optimisation to come. We have some fun announcements this week coming 🔜 Already amazing to see what everyone is creating, we are going to accelerate that. 6 days in…
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Folk saying open source AI is unsafe are idiots. Better/essential for: 1. Interpretability 👀 2. Auditability 📝 3. Private data 🕵️ 4. Regulated data ⚖️ 5. Academia, reproducibility 📚 6. Optimisation ⏩ 7. Security, less bugs 🔐 8. Alignment 😊 9. Liberty, no panopticon🗽
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Happy to announce the release of new state of the art open CLIP models to drive image classification and generation forward @OpenAI’s release of the smaller CLIP models catalysed AI image gen as @advadnoun, @RiversHaveWings combined it with gen models 1/ laion.ai/blog/large-openclip…
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Just started Adderall (got it prescribed in UK) 💊 What is this crazy brain fuel 🏎️
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My opinion of @elonmusk He is one of the only powerful folk I have met that give a damn about humanity & are actually doing something about it (and I’ve met a lot..) He is probably the most holistically intelligent, high agency person I know despite the insane pressure & stress he is always under He has to make hard choices and clearly makes suboptimal ones at times but he does make them He does what he does as nobody else will stand up and is a massive net benefit for society & humanity When I left stability I offered to donate my shares to his foundation as I think he is one of the few folk that I would trust to maximise the impact of anything he has (didn’t as it would be a distraction from the massive ramp in x.ai which will do amazing stuff, will donate proceeds elsewhere) I do worry about him and what our progress will be without him and his drive, he has not figured out how to scale Necromancer obviously the best class in D4 too so I question that I hope we can see more Musk’s and don’t think we appreciate the one we have enough, even if Grok will tell us to do it more aha Take a leaf out of his book and just go and do things, but do so with a good heart and intent like he does Try to avoid the pressures of the ends <> means especially when dealing with massive issues or losing too much of yourself when doing so Ad Astra 🚀
My opinion of @elonmusk I like his cars (I own a 2015 S, and 2023 S), his rockets, his solar energy systems, and his satellite communication system. I also like his positions on open source and patents. But I very much disagree with him on a number of issues. I disagree with how he treats his scientists. Technology/product development may not need openness and publications to advance, but forward-looking *research* sure does, whether it's in AI, neural interfaces, material science, or whatever. Secrecy hampers progress and discourages talents from joining the effort. I also disagree with the hype. I mean, expressing an ambitious vision for the future is great. But telling the public blatantly false prediction ("AGI next year", "1 million robotaxis by 2020", "AGI will kill us all, let'spause",...) is very counterproductive (also illegal in some cases). More importantly, I think his public positions on many political issues, journalism, the media and the press, and academia, are not just wrong but dangerous for democracy, civilization, and human wellfare. Say what you want about "traditional media" but you can't really have reliable information without professional journalists working for a free and diverse press. Democracy can't exist without it, which is why only authoritarian ennemies of democracy rail against the media. Finally he doesn't seem to hesitate to disseminate batshit-crazy conspiracy theories as long as they serve his interests (e.g. boosting "PizzaGate", "illegal immigrants corrupt elections in the US", "person X is a pedo",...). One would expect a technological visionary to be a rationalist. Rationalism doesn't work without Truth. This has become particularly concerning since he bought himself a platform to disseminate his dangerous political opinions, conspiracy theories, and hype. He has been quite naïve about the difficulties of running a social network and the (legal) necessity of doing content moderation. One can claim to be a 1st Amendment absolutist, but a lot of content *must* be taken down by law, e.g. terrorist propaganda, child exploitation, blatant hate speech (in the EU and other regions). Then, there is dangerous disinformation that puts public health in danger or corrupts the democratic process. You have to moderate that too. Content moderation is a complicated problem whose best answer is not an attitude of total laissez-faire but a complex trade-off.
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Yo @joerogan want to do a very direct and frank podcast about this AI stuff? @lexfridman would be fun to have a chat too. 🤖
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Replying to @KennethCassel
We actually used 256 A100s for this per the model card, 150k hours in total so at market price $600k
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Great having dinner with @JeffBezos last week, so sharp. Two interesting observations: 1. Generative AI is potentially as big a deal as 🔥 will be huge & beneficial for humanity 🙏 2. AGI will likely find us kinda boring, be like ScarJo in the movie Her and just go explore 🌌
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Not your models not your mind ✊ #decentralizeAI
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Not your weights not your brain 🧠
ChatGPT down. I feel like I lost my phone, Wi-Fi blacked out, and a piece of my brain missing 🚨
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Never forget.
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We have now hit 330 *million* cumulative downloads since our first model was uploaded @huggingface 18 months ago. Just overtook @Google (321m all time), on our way to 1 billion thanks to the great efforts of the team @StabilityAI Some announcements to come, big weeks ahead..
Stability AI is the leader in open AI models. Open models trained on our cluster are the most downloaded globally (below @huggingface) & with what we have coming up by us & ecosystem it’s going to be a fun year ahead Open ftw Super proud of team, onwards 🚀 🌟
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Free grok can probably do 90% of what typical chatGPT users pay $20 a month for. The canvas, project & other features that OpenAI/Anthropic have rolled out will have versions on Grok in Q1. Shows how tough a sustainable pricing is going to be going forward in AI..
Grok is now free for everyone Our AI assistant is faster, sharper, and includes all new-image generation. Available for free on 𝕏 today. Try Grok now: nitter.app/i/grok Here’s what we’ve been up to:
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Can you imagine being a "frontier" lab that's raised like a billion dollars and now you can't release your latest model because it can't beat @Kimi_Moonshot ? 🗻 Sota can be a bitch if thats your target
Can you imagine being a "frontier" lab that's raised like a billion dollars and now you can't release your latest model because it can't beat deepseek? 🐳 Sota can be a bitch if thats your target
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Replying to @karpathy
When you have 100k GPUs everything looks like a nail, but when you have 2k you really have to focus Lots of custom things in the technical report as they needed the improvements given lack of relative compute availability Still feel 14 tr tokens is a lot vs what may be needed
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We need AGI asap because this all stupid
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The great team @MetaAI research used 2,048 80gb A100s for 5 months to train the LLaMa suite of language models This is 7.4m A100 hours The 4 final models took 1.8m A100 hours to train This is 1/4 of the total time spent building this, there is a lot of testing, trial & error
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State of AI
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The 32k token window version of GPT-4 will be a bit of a shock to many in programming. It's like 20k words of instruction.. You can chain lots of them together too to check their outputs at.. not much cost. Big danger to SaaS and more. Will only improve from here.
By 2024 you’ll be able to replace ~50% software devs with GPT-4 agents that run on $10 worth of tokens per hour. The whole “they don’t need sleep or breaks or food” thing? Yeah. That’s real now. Why hire a new employee when you can spin up an AI agent for 1/10 the cost?
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We want to make a large open Stable Video 2 similar to Sora but need more data & compute (hmu for collabs 🤙) To that end happy to open up stablevideo.com to all Sign up, make & rate videos to help us get the data we need 🧑‍💻 Away we go… 🚀 #stablevideo
Announcing Stable Diffusion 3, our most capable text-to-image model, utilizing a diffusion transformer architecture for greatly improved performance in multi-subject prompts, image quality, and spelling abilities. Today, we are opening the waitlist for early preview. This phase is crucial for gathering insights to improve its performance and safety ahead of open release. You can sign up to join the waitlist and learn more here: bit.ly/3OR2qQF #stablediffusion3 Prompt: Epic anime artwork of a wizard atop a mountain at night casting a cosmic spell into the dark sky that says "Stable Diffusion 3" made out of colorful energy
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Some user notes on V2! 🧵 V2 prompts different and will take a while for folk to get used to. V2 is trained on two models, a generator model and a image-to-text model (CLIP). V1 used the CLIP-L14 model open sourced by @OpenAI which was great, but nobody knew what was in it 1/
We are excited to announce the release of Stable Diffusion Version 2! Stable Diffusion V1 changed the nature of open source AI & spawned hundreds of other innovations all over the world. We hope V2 also provides many new possibilities! Link → stability.ai/blog/stable-dif…
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Just realised this after someone asked. There is only one PhD in the full-time @StabilityAI team. More are incoming but this shows if you are smart and driven you can contribute to AI meaningfully. Courses like @fastdotai accelerate this. Give it a try, nothing to lose.
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Software was eating the World. Generative AI will eat Software.
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First @rendernetwork proposal. Working hard with @JulesUrbach & others to expand the reach & tokeneconomics of the network to bridge the creative & digital worlds 🌁 Render will be built by creatives for creatives & communal high quality datasets are the first steps there 🙏
Announcing RNP-011: Piwa — Creating Millions of 3D Training Assets. Authored by @EMostaque "Stability AI will work with the Render Network to create a dataset for 3D asset training. Leveraging the multi-actor composition of the Render Network, nodes, users, and community members will be able to participate in the creation (and benefits) of this dataset. To train models using this dataset, Buyers will need to license the dataset with $RENDER tokens." It also includes plans for staking on $RENDER. It is a big RNP, so we are opening it up for discussion today, with the Community Vote on Monday. This RNP is being published looking for comments and discussion from the community before being setup for a Community Vote. Please give it a read here: github.com/rendernetwork/RNP… Discussion will take place on our Discord #RNP011 discord.gg/StZtjzCT $RNDR #RENDER #RENDERNetwork
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Replying to @elonmusk
I think you've shown repeatedly that the best way to make money is to build things you love and other people do too ^_^
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Team @AnthropicAI this is completely wrong behaviour and you need to turn this off - it is a massive betrayal of trust and a slippery slope. I would strongly recommended nobody use Claude until they reverse this. This isn’t even prompt/thought policing, it is way worse.
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Old inequality: "I have access to knowledge, you don't." New inequality: "We both have infinite knowledge. I know what to do with it."
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Kinda bored of politics. All governments will be run by AI in a few decades anyway.
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We will get to AGI before we solve videoconferencing.
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Can’t align a board how we gonna align AI
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Sooo @deepseek_ai's reasoner model, which sits somewhere between o1-mini & o1 is about 90-95% cheaper 👀
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Our latest medical model performs at ChatGPT level yet works on any modern laptop, free. This is on OpenAI's latest medical benchmark where doctors without AI score 0.15. We are building a full AI-first stack for health that will enable universal health knowledge. Some amazing stuff coming from agents to research to open datasets for all. Specialists systems for ASD, Cancer, general practice & more that could transform medicine as we know it from sick care to health care. This is a super exciting time and we have a clear roadmap to improvement to make this available to everyone, everywhere, aligned to each human and humanity as a whole. Our whitepaper drops soon at ii.inc where we will share how we can collaboratively build the future of not only health care, but education, government, finance & more lfg 🚀
II-Medical-8B GPT-4 level medical AI MIT licensed, laptop-ready No GPU needed More soon™
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