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Decentralized AI

22 statements · 2023–2023

12-month mission: Akash the best platform for AI workloads

Most Successful Crypto Miner Failure, Akash Super Mini - Greg Osuri Interview CEO of Overclock Labs (Action Crypto)

“My mission in life: in the next 12 months Akash will be the best platform to deliver AI workloads, like centralized, decentralized, [whatever]… because that AI is too important to be centralized.” — Greg Osuri, 00:46:35

Context: After attending a 400-person SF AI hackathon and seeing onboarding friction firsthand, he commits to purpose-built AI UX on Akash within a year.


Akash AI in 45 days — best AI developer product, not a crypto product

Akash Network Live with Greg Osuri: Akash's progress in 2023, open community development, and more (Akash Network)

“The major, major, major milestone I think the next 45 days is going to be Akash AI… It is going to be the best AI developer product and that’s the goal. It’s not about non-custodial nature, it’s not about crypto… AI developers are not going to use Akash because it’s decentralized; AI developers are going to use Akash because they get cheap GPUs and good developer experience.” — Greg Osuri, 00:43:52

Context: A deliberate break from Akash’s no-UI tradition — verticalizing for AI because “if we don’t move rapidly to capture this market we may lose out.” Product framing at 00:25:10 and 00:25:53; motivated by crypto-wallet onboarding friction he saw at AI hackathons.


Web3 is the supply, AI is the demand

Mission: DeFi EP 92 - Greg Osuri - Akash is taking on the giants in hosted processing (Mission: DeFi)

“Web3 is incredible to attract supply because it has [an] amazing incentive model, amazing network effects, amazing distribution mechanism to attract supply — but terrible at delivering value… the web3 [is] the supply, the AI is the demand… Did you see the recent ChatGPT numbers? 1 million users within five days and 100 million users within 45 days — the growth of demand is incredible.” — Greg Osuri, 00:38:26

Context: Announcing Overclock’s move to build “the best AI developer experience” on Akash’s cost model (the console/AI product teased on Twitter the day before); AI users need APIs, not Docker containers and shell scripts.


GPUs as the power of the future must be decentralized

Where Crypto and AI Meet | Featuring Akash, Bittensor, Gensyn & DCG (April 26, 2023) (The Bittensor Hub)

“In the future [access] is going to be from each other, because right now… it’s impossible to get them, not even from cloud providers, unless you know someone very higher up… I think if you think GPUs are going to be the power of the future, we need that to be decentralized, and that’s what we’re working on.” — Greg Osuri, 00:04:23

Context: Continuation of the GPU-scarcity argument; Akash’s marketplace framed as decentralized, permissionless, fully open source.


Machine learning is very centralized — decentralizing it is extremely hard

ADRIAN STEWART Akash $AKT Interview Greg Osuri #AI #GPU #AISupercloud ElonTrades Cosmos ATOM (Louisiana Swamp Rat)

“Decentralized machine learning is extremely complicated… these machines, in order to learn, need to be very, very fast… it’s very hard to do decentralized machine learning, right? That’s why machine learning is very, very centralized.” — Greg Osuri, 01:02:16

Context: While announcing Akash’s decentralized ML stack (“DeML”) effort; praises legit teams (Gensyn, Bittensor) and warns most “GPT”-named crypto AI projects are scams. Notably more cautious on distributed training than his later (2025-26) statements.


Whoever controls GPUs controls the world; AI must be in the hands of people

ADRIAN STEWART Akash $AKT Interview Greg Osuri #AI #GPU #AISupercloud ElonTrades Cosmos ATOM (Louisiana Swamp Rat)

“[It] has to be decentralized, has to be in the hands of people… The fuel for AI is GPUs. If you take away GPUs, [AI does] not exist, and whoever controls GPUs controls the world.” — Greg Osuri, 00:45:12

Context: Arguing Akash/AKT governance means people, not companies like OpenAI, control AI infrastructure — nobody can unilaterally “pause AI.” Segues into US GPU export restrictions.


Akash runs 15,000 models; Render runs one

RNDR, Supercloud, 1.5T AI Market Cap – Interview with Greg Osuri about Akash (Design DAO)

“Their community just celebrates stable diffusion and… render entering the AI era, where in reality Render can run one model; Akash can run about 15,000 models on Hugging Face — any model on Hugging Face you can run on Akash.” — Greg Osuri, 00:48:21

Context: Contrarian critique of RNDR as closed-source SaaS hosted on centralized clouds marketing itself as decentralized; he says calling this out got him blocked from their Telegram.


An explosion in machine learning on Akash

RNDR, Supercloud, 1.5T AI Market Cap – Interview with Greg Osuri about Akash (Design DAO)

“We’re starting the incentivized testnet in a week or so — we have about 300 signups right now… a lot of them are doing machine learning, so about 150 new machine learning applications soon. So as we launch our mainnet I think we’re going to see an explosion in machine learning, because the value prop is very clear and demand is very clear.” — Greg Osuri, 00:51:55

Context: Just ahead of Akash’s GPU mainnet launch (Mainnet 6, August 2023); he also previews the Akash AI verticalized client (“two lines” to run a model).


Decentralized GPU networks will invisibly power AI

RNDR, Supercloud, 1.5T AI Market Cap – Interview with Greg Osuri about Akash (Design DAO)

“With AI, with the way we’re going… a permissionless, decentralized GPU network is going to be so critical to power this enormous demand that we’re getting with AI. A lot of times it’s just interacting with a chatbot… but you’re talking to an AI and that AI is using Akash in the background. You’re not going to know — you shouldn’t know. Most people don’t know Netflix runs on Amazon Web Services.” — Greg Osuri, 00:26:40

Context: On abstracting the blockchain away via clients (Cloudmos, Fleek, Spheron) and unnamed larger companies integrating Akash.


Geo-distributed training works on Akash

Akash Mainnet 6 Livestream (Akash Network)

“Yes, it is possible to distribute the training across different GPUs. In fact there is a proposal on Akash discussions talking about how they plan to use about 24,000 A100 GPU hours to train across a distributed cluster… so yes, it is possible to train on geographically distributed clusters on Akash.” — Greg Osuri, 01:20:48

Context: Answering a chat question on multi-GPU training; Greg caveats it depends on batch sizes, parallelization strategy, gradient compression, and inter-cluster latency.


Resilience: kill the company, the network lives

"#3 - Akash Network with Greg Osuri" (Weapons of Mass Adoption)

“One attack on Render, one state attack on Render, well, if OTA, the company behind Render, it disappears. The Render network disappears right now, right? If Akash, the company behind Akash’s Overclock Labs disappears, Akash will run, right? Overclock Labs operates one provider out of 50 other providers.” — Greg Osuri, 00:47:03

Context: His self-regulation argument for the industry — “decentralization is very important, especially now with state-level attacks happening on this ecosystem” — while contrasting Akash’s open model with Render’s closed one (“OTA” is Whisper’s mis-hearing of OTOY, Render’s parent company).


Decentralized solutions will win AI, not centralized ones

Greg Osuri, Founder and CEO of Akash Network (Proof of Coverage)

“Decentralized open systems, even though they move slower, they go further versus closed source systems move faster, but there’s a limit as to which they can scale, right? There is nothing more scalable than the worldwide web. Why? Because it’s decentralized… it’s actually going to be decentralized solutions. I have very high confidence in that.” — Greg Osuri, 00:26:39

Context: AOL-vs-web analogy applied to AI; the concluding “very high confidence” clause lands in the [00:27:29] block.


The commons should own AGI

Greg Osuri, Founder and CEO of Akash Network (Proof of Coverage)

“The race to AGI is on. The question is, who’s, is that going to be a centralized or a decentralized player? I want more equitable. I don’t want a single corporation. I want the common to own the AGI… I want to see decentralized machine learning take a central stage.” — Greg Osuri, 00:26:39

Context: Asked about the crypto/AI convergence; he frames current AI as “leading us to a feudalistic world” with OpenAI unchallenged.


~1% of global GDP will go to machine learning; that's Akash's success metric

Akash Network - Chat With a Founder Greg Osuri (Don Cryptonium)

“Today I saw some stat… it said one percent of global GDP will be used for machine learning very soon… I want Akash to have a sizable market share of the one percent of GDP. That’s my metric of success for Akash.” — Greg Osuri, 01:35:03

Context: Rejecting a “500 large customers” Palantir-style model in favor of mass adoption; “we have something Amazon, Google and Microsoft does not have… year of 2023, where we are pre-AGI.”


Akash was built for machine learning from the 2017 white paper

Akash Network - Chat With a Founder Greg Osuri (Don Cryptonium)

“It’s funny that Akash seems like GPUs overnight, but if you look at our white paper, the first section that talks about motivation — we talk about Akash, it’s primarily built for machine learning. This is published in 2017, 2018.” — Greg Osuri, 00:24:21

Context: Pushing back on the idea that Akash pivoted opportunistically to AI when the ChatGPT wave hit.


Centralized AI leads to feudalism; make sure everyone has chips

Akash Network - Chat With a Founder Greg Osuri (Don Cryptonium)

“Their business model is to make money on you. You are what they’re selling… you are what is training ChatGPT. The question is, do you want to do that and live in a world [of] feudalism — that means very few people having a lot of control and a lot of power over freedom of choice and liberty?… Akash has to be successful for this future that we want.” — Greg Osuri, 01:38:36

Context: He follows with the goal: “let’s make sure that everybody else has chips… if you’re [an] AI researcher, you come to Akash and you’re going to have chips” ([01:39:19]).


First foundation model trained on a decentralized cloud; centralized-superiority "going to be debunked"

How Akash Network is Democratizing Access to Cloud GPUs | Greg Osuri (0xResearch)

“We saw a full foundation model proposal to run on Akash that consumes about 24,000 A100 [hours] — the first time ever a foundational model is being trained on a decentralized cloud. The notion today that foundational training is a lot better on centralized versus decentralized is going to be debunked.” — Greg Osuri, 00:28:57

Context: Governance proposal had just passed; he says confidence is “fairly high” and “we should see a functioning model in three months if we play our cards right” (00:33:59), with an in-depth trade-off report to follow.


GPUs are the new oil; sovereign AI

How Akash Network is Democratizing Access to Cloud GPUs | Greg Osuri (0xResearch)

“GPUs are the new oil, and whoever has GPUs essentially controls their destiny in terms of their AI. I’m a big believer in sovereignty when it comes to AI. I’m a big believer in decentralized compute networks where I should own the A100s or H100s that train my AI, and I want to control the cost.” — Greg Osuri, 00:36:08

Context: On why the decentralized training experiment matters — AI is “a new technology stack emerging post-web3” and this generation has a viable decentralized option from the start.


Akash is the only functional supercloud

1on1 Greg Osuri - Akash (Jerry V Hall)

“We essentially theorized this supercloud idea in 2018 in a white paper called Akash Network… we were the first ones to even introduce the idea what a functional supercloud would look like, and Akash I believe is the only supercloud as far as I know.” — Greg Osuri, 00:22:00

Context: Traces “supercloud” to Cornell: reduce providers to mere resource providers and lift orchestration, fault tolerance, access control and observability into an open-source higher control plane; now verticalized as the “AI supercloud.”


GPU gatekeepers serving shareholders, not humanity

1on1 Greg Osuri - Akash (Jerry V Hall)

“If you’re telling me the gatekeepers of this AI — which is essentially the people that have GPUs — are someone that has their shareholders’ interest at their heart, versus the consumer or the society or humanity… [that] is troubling for me, a lot of us.” — Greg Osuri, 00:15:29

Context: Arguing oligopolies (airlines, telcos, hyperscalers) stifle innovation, and AI raises the stakes because cloud “is the fabric that connects humanity.”


Akash will be the platform of choice for decentralized ML

How Akash Skynet will unleash an AI future no one is prepared for (Interchain.FM)

“We’re also seeing some of the decentralized networks now training on Akash, right? So like BitTensor and networks like that. So Akash, I mean, I predict Akash to be the platform of choice for decentralized machine learning to thrive.” — Greg Osuri, 00:22:10

Context: Following the observation that someone was already deploying AutoGPT (autonomous agents) on the Akash testnet.


On-chain AI is at least 5-6 years away

Akash: Crypto's AI Supercloud W/Greg Osuri ($1 To $1 Million Podcast)

“If you ask me, I think it’s going to take a while by the time you can see something practical in this area… open source AI is doing well and open source AI is not on-chain AI — Akash is great for open source AI. We’re at least like five to six years away from on-chain AI.” — Greg Osuri, 00:56:58

Context: On-chain inference is impractical due to verification overhead and latency; mentions ZKML research, Gensyn, and Bittensor (which he says will use Akash for pre-training).