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𝐄𝐭𝐡𝐞𝐫𝐞𝐮𝐦 𝐡𝐚𝐬 𝐬𝐩𝐨𝐤𝐞𝐧 𝐢𝐭𝐬 𝐟𝐢𝐫𝐬𝐭 𝐰𝐨𝐫𝐝! That's right — we have completed the world's 1st ZKP of a 1B+ param LLM inference, before verifying the proof on Ethereum mainnet (block 19427725) 🤯 What did Ethereum say? Learn more in 🧵

Modulus Labs

14,177 subscribers

97,338 views • 2 years ago •via X (Twitter)

Education Science & Technology

Anya Rossi• Live Now

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Accountable Magic2 years ago

GPT2-XL is a 1.5B parameter behemoth of an AI model! And to see whether ZKML has finally advanced enough to make proving LLMs feasible at all, we decided to put our proving chops to the test and find out! Oh! It said: "magic", btw <-->

Accountable Magic2 years ago

This was no easy task 🥵 We had to split GPT2-XL's 48 decoder blocks into 144 sub-blocks, before proving on our massive 1TB memory, 128 core CPU cloud clusters for nearly 90 hours! That means that — using generic prover systems — zkLLM overhead is over 1,000,000x!!!

Accountable Magic2 years ago

So it's possible — nice! But the proving overhead is far from acceptable...for now 😉 As we demonstrate in our latest paper, specialization offer 1,000-10,000x speed-ups for ZKML! In fact, we already have some exciting new updates cooking at the bleeding edge 🏎️

Accountable Magic2 years ago

In the meantime, check out our blog for what it took to prove a real LLM, why specialization is the future, & the endgame for AI x crypto! Medium blog: Eth block: Follow @ModulusLabs for the latest in ZKML, AI x Crypto, & more 🤖

Jason Morton2 years ago

Nice, did you use @ezklxyz for the Halo2 proof or write it directly in Halo2?

Roko 🐉🤖😇2 years ago

👀

yk2 years ago

why is it important to do zkp of LLM inference?

Paul Taylor2 years ago

Big congrats @realDanielShorr & team! 🔥

Jason Zhao (꧁IP꧂)2 years ago

So sick

Wyatt Benno2 years ago

Are you wrapping the final proof in Groth16? Is there any code/ writeup about that? I am interested in how GKR is being used and how it is getting 'onchain'.

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Rasmr reveals the "plumber coin" strategy that's absolutely printing on Robinhood chain "There's this old cryptocurrency called Ethereum, and back during Ethereum they didn't sell. They held and they believed in what they were buying, which is weird, right? A lot of these Ethereum people are now lurking on Robinhood chain and in the STONK ecosystem, but they still think that way, they still think holding is good." "You could take advantage of these plumbers the same way you take candy from a baby. You buy the plumber coins, see what they're holding, and be willing to sell more than they are. Buy a little bit after them, ride before them, and sell on their head before they do. That's ball knowledge right there."

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Crypto-Gucci.eth ᵍᵐ🦇🔊

467,850 views • 1 year ago

"In my opinion the Ethereum network is much more secure in the long term. There's no obvious way to do a Bitcoin-like attack on it" Duke Professor Campbell Harvey on why you can't pull off the Bitcoin attack on Ethereum "This is important because most tokenized assets reside on either the Ethereum blockchain or Ethereum compatible blockchains. But Ethereum has a different method, there's no mining anymore, it's proof of stake. You'd need to take over at least a third of the existing Ethereum, and that turns out to be really hard to do" "Much of the Ethereum is staked, there's a huge queue to go into staking and not much to actually come out. About 65% of the supply is available to unstake, so to get a third you have to buy over half of the existing supply. That's going to be very expensive and would drive the price of Ether up dramatically" "The same trade we talked about for Bitcoin, where you buy the equipment and short the Bitcoin, doesn't work for Ethereum. Because you're buying the Ether, and then if you're selling, it's a wash. So there's no obvious way to do a Bitcoin-like attack on the network"

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24,617 views • 3 months ago

Tom Lee: Ethereum DATs can use ~$500 million in annual staking rewards to fund grants for Ethereum ecosystem “The Ethereum Treasuries — Bitmine and Sharplink among others — now own 7% of the Ethereum supply… Treasury stock is essentially supply permanently taken out from the ecosystem, but we also own the yield. The yield is around 3% so today these public treasuries are generating ~$500 million in rewards, and that is what we can use to fund and grant the crypto ecosystem.” Lee believes that the Ethereum Foundation narrowing its focus to CROPs (censorship resistance, openness, privacy and security) is the right decision. “Ethereum is a $240 billion network value entity. It has been operating for 11 years without a single day of downtime. There’s 11,500 nodes in 89 different countries. And there’s 15,000 developers. I think this is too big to be coordinated by a single foundation.” As Ethereum continues to scale, he believes the ecosystem will move beyond a foundation-centric model and points to private companies like Etherealize, Optimism, Consensys, Enterprise Ethereum Alliance, and Offchain Labs that represent the Ethereum ecosystem and are already doing enterprise engagement. “This list doesn’t yet reflect the spinoffs coming from the Ethereum Foundation. There’s at least five, and I think Bitmine will play a role in granting and supporting any of those that come out.” “I think Ethereum is in good hands because the foundation is going to be stronger by staying focused. We have a lot of private sector companies already building products and important L2s on Ethereum. And of course, the treasuries are here to help with funding and granting… If you’re bearish, you are selling at the bottom.”

Tom Lee: Ethereum DATs can use ~$500 million in annual staking rewards to fund grants for Ethereum ecosystem “The Ethereum Treasuries — Bitmine and Sharplink among others — now own 7% of the Ethereum supply… Treasury stock is essentially supply permanently taken out from the ecosystem, but we also own the yield. The yield is around 3% so today these public treasuries are generating ~$500 million in rewards, and that is what we can use to fund and grant the crypto ecosystem.” Lee believes that the Ethereum Foundation narrowing its focus to CROPs (censorship resistance, openness, privacy and security) is the right decision. “Ethereum is a $240 billion network value entity. It has been operating for 11 years without a single day of downtime. There’s 11,500 nodes in 89 different countries. And there’s 15,000 developers. I think this is too big to be coordinated by a single foundation.” As Ethereum continues to scale, he believes the ecosystem will move beyond a foundation-centric model and points to private companies like Etherealize, Optimism, Consensys, Enterprise Ethereum Alliance, and Offchain Labs that represent the Ethereum ecosystem and are already doing enterprise engagement. “This list doesn’t yet reflect the spinoffs coming from the Ethereum Foundation. There’s at least five, and I think Bitmine will play a role in granting and supporting any of those that come out.” “I think Ethereum is in good hands because the foundation is going to be stronger by staying focused. We have a lot of private sector companies already building products and important L2s on Ethereum. And of course, the treasuries are here to help with funding and granting… If you’re bearish, you are selling at the bottom.”

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126,158 views • 4 months ago

Brooke Rollins: "We now have 5 million less people on food stamps than we did two years ago. This is proof that we have more Americans working than ever before in the history of our country. This is what we're fighting for every single day."

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🚨 $BMNR CHAIRMAN TOM LEE ON WHAT BITMINE BUILT DURING CRYPTO WINTER: "We proved we are long-term committed because we bought Ethereum for 60 weeks straight. We never had to sell it and we're not in a position where we'd ever be forced to sell it." On supporting the ecosystem: "We funded the $ETH Ethereum Foundation spinoffs with Roadway so they can execute their plans without worrying about fundraising." On his role in the Ethereum community: "Principally the success of my career on Wall Street for 30 years has been outlining multi-year theories and views for investors. If those are gonna be useful in Ethereum, we will gladly continue to play that role. We wanna make sure no one leaves the ecosystem for the wrong reasons. We also wanna make sure we're telling the right story to make sure enterprises use Ethereum." 60 consecutive weeks of ETH purchases through the worst bear market in years. No forced selling. No flinching. That is what conviction actually looks like.

🚨 $BMNR CHAIRMAN TOM LEE ON WHAT BITMINE BUILT DURING CRYPTO WINTER: "We proved we are long-term committed because we bought Ethereum for 60 weeks straight. We never had to sell it and we're not in a position where we'd ever be forced to sell it." On supporting the ecosystem: "We funded the $ETH Ethereum Foundation spinoffs with Roadway so they can execute their plans without worrying about fundraising." On his role in the Ethereum community: "Principally the success of my career on Wall Street for 30 years has been outlining multi-year theories and views for investors. If those are gonna be useful in Ethereum, we will gladly continue to play that role. We wanna make sure no one leaves the ecosystem for the wrong reasons. We also wanna make sure we're telling the right story to make sure enterprises use Ethereum." 60 consecutive weeks of ETH purchases through the worst bear market in years. No forced selling. No flinching. That is what conviction actually looks like.

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"Hyperliquid is what Ethereum wanted to be" Santi on why the flows should come out of Ethereum, not Bitcoin "When you have the opportunity to buy HYPE at what, an 8 billion market cap, it's not real for you because of how much the founders hold. So it's an 8 billion dollar protocol. Pump is a three or four billion dollar protocol, not even. Ethereum is like 300." "So I don't necessarily need to believe that flows come in from Bitcoin. Help me rationalize why there's a 300 billion. Flows can come from Ethereum into Hyperliquid." "Ethereum was cranking out like $40 million of revenue a day during the NFT and DeFi summer days. That's like $18 billion of annualized run rate revenue, if you will. Of course you should never run rate, and that's the reckoning that probably Jason talks about." "But now Ethereum is going to make less money this year than Hyperliquid and Pump, and it's like 50 to 100 times larger."

"Hyperliquid is what Ethereum wanted to be" Santi on why the flows should come out of Ethereum, not Bitcoin "When you have the opportunity to buy HYPE at what, an 8 billion market cap, it's not real for you because of how much the founders hold. So it's an 8 billion dollar protocol. Pump is a three or four billion dollar protocol, not even. Ethereum is like 300." "So I don't necessarily need to believe that flows come in from Bitcoin. Help me rationalize why there's a 300 billion. Flows can come from Ethereum into Hyperliquid." "Ethereum was cranking out like $40 million of revenue a day during the NFT and DeFi summer days. That's like $18 billion of annualized run rate revenue, if you will. Of course you should never run rate, and that's the reckoning that probably Jason talks about." "But now Ethereum is going to make less money this year than Hyperliquid and Pump, and it's like 50 to 100 times larger."

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89,717 views • 1 month ago

Electric Capital co-founder Avichal Garg: Ethereum is a programmable store of value “I think the right frame is that Bitcoin is an existence proof. Ethereum is perhaps the second example of an internet-native store of value. It just has different properties and is useful in its own way.” “The fact that you can actually build on top of Ethereum — it’s a programmable store of value — is I think what’s really fascinating. In theory Bitcoin is programmable but it wasn’t really designed for that, and in many ways it’s sort of antithetical to the base layer: you don’t actually want it to change. That’s sort of the superpower of Bitcoin: you know what you’re getting. And that stability is really important.” “But with Ethereum you have stablecoins on it, and that’s where all the stablecoin volume is. And ultimately, if you look at where the global financial system will be built, I think it’s going to be built in the non-sovereign space. It will likely be built on top of Ethereum.”

Electric Capital co-founder Avichal Garg: Ethereum is a programmable store of value “I think the right frame is that Bitcoin is an existence proof. Ethereum is perhaps the second example of an internet-native store of value. It just has different properties and is useful in its own way.” “The fact that you can actually build on top of Ethereum — it’s a programmable store of value — is I think what’s really fascinating. In theory Bitcoin is programmable but it wasn’t really designed for that, and in many ways it’s sort of antithetical to the base layer: you don’t actually want it to change. That’s sort of the superpower of Bitcoin: you know what you’re getting. And that stability is really important.” “But with Ethereum you have stablecoins on it, and that’s where all the stablecoin volume is. And ultimately, if you look at where the global financial system will be built, I think it’s going to be built in the non-sovereign space. It will likely be built on top of Ethereum.”

Etherealize

14,901 views • 2 months ago

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126,658 views • 2 years ago