Co-Founder & CTO @get_hydrahost NVIDIA Cloud Partner | Miami Tech | b/acc | Building distributed AI infrastructure & compute markets

Miami, FL
Joined March 2014
Entire Hydra team is excited to support El Salvador in its Sovereign compute initiative! Bitcoin + AI Accelerators is the new playbook.
🇸🇻 BREAKING: EL SALVADOR MAKES HISTORY WITH NVIDIA B300 CHIP ORDER President Bukele just secured the WORLD'S FIRST SOVEREIGN quote for cutting-edge B300 chips following a meeting yesterday with Aaron Ginn, CEO and Co-founder of Hydra Host! These aren't just any chips - they're the most advanced artificial intelligence processors on the planet, and they're headed straight to El Salvador's National AI Lab. 🔥 All eyes on San Salvador - the future isn't just coming, it's being BUILT right now.
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Ariel Deschapell (b/acc) retweeted
you're so not ready for it not being a bubble
So if I summarise: Anthropic is printing money right now, almost already profitable. Since inception they only burnt $20B and get will get $16B revenue just in 2026. They have immense liquidity: +$100B in cash rn and will get $100B more cash with IPO. They have locked for $600B worth of future compute for the next 10y (with the discount that come with it). They will even be able to make profit on this cheap compute in the future, if they resell it ... and they are also drying out the competition with such allocaton.
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1. Wat
I knew that the Anthropic S1 would have some goofy risk factors but this has to take the cake
Readers added context they thought people might want to know
This post is satire. sec.gov/Archives/edgar…
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Normally I’d agree, but Elon is the rare guy who can make disparate focus areas work at scale. He’s not just going to quit models and with his track record he shouldn’t. And ultimately models won’t be a sustainable business for anybody, it’s a loss leader to sell chips and compute hours. Perfect for SpaceX.
1. SpaceX is now a neocloud I think this was obvious after the Anthropic deal but this tweet makes it official. I’d expect them to deemphasize model development going forward.
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So you’re telling me we have a ways to go
For sake of argument, let's say Anthropic seeks to raise $100 billion (even if the S-1 doesn't include a target, per the new fashion). Then add in Meta's $95 billion and SpaceX's $40 billion. That would be 0.72% of U.S. GDP.
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Alright that sold me
iPhone Duo is so damn sick!
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Elon’s optimizing for owning as much compute and the power required for it as possible. Thats it, that’s what everything boils down to on a long enough time horizon. He correctly realizes it’s the most important resource in existence and is building a verticalized engine to secure it. Space is ultimately just about having access to continuous solar power and infinite room to house it all in. Starlink is primarily a useful bootstrapping mechanism, and secondarily a highly redundant comms network to connect all that compute. Tesla is autonomous logistics and robotics to operate the whole supply chain for a global network of Terafabs and Gigafabs. XAI/SI is leveraging those compute resources to generate higher margin returns and also can be used internally to solve bottlenecks and automate the supply chain using Musk proprietary training data, speeding up the flywheel. It’s nearly perfect really. The only thing I feel is missing is terrestrial modular nuclear plants to power the fabs and factories continuously. But he can easily acquire one (including the one that spun out of Boring company and he may already have significant stake in iirc). SpaceX/Tesla is becoming the actual self replicating autonomous super intelligence.
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Ariel Deschapell (b/acc) retweeted
This is obvious to most with a working brain cell.
Griffin thinks GPUs are a commodity: "GPUs, like airlines, have a very low marginal cost to run... the moment you have overcapacity, pricing goes into freefall." Ken Griffin's bear case is supply passing demand in a business where the next unit costs almost nothing to serve, the same setup that took telecom pricing straight down after the 2000 fiber buildout. He thinks every AI return model in use today assumes that never happens. $NVDA $AVGO Citadel CEO Ken Griffin Says AI 'Almost Certainly' in a Bubble; Trump Has 'Mixed Scorecard', Bloomberg Podcasts, October 21, 2026
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Ariel Deschapell (b/acc) retweeted
I understand there’s a slowdown in the public credit market because midterms are undecided and people want to see the new policy appetite for data centers. But you’re right, the private side of the market is still as booming ever with maybe a slight uptick in interest rates only
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Ariel Deschapell (b/acc) retweeted
If Elon is trying to fight $nbis $iren and the other neo clouds, that actually confirms how important the Neo clouds are
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Ariel Deschapell (b/acc) retweeted
Replying to @agupta
I finance brand new neoclouds for a living and am having no issues placing capital. Elon is universalizing his own problem, which is that investors constrained to the crowded rated markets are repositioning. Demand for GPUs expressed as financeable rental contracts outstrips supply by many orders of magnitude and private credit is all over it.
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The large spread between GPU hours and inference revenue has been making the rounds. If you own the GPUs and are on the hook for the debt, inference is high risk high reward. Is that token pricing going to last long term as competition continues to increase? Are you going to be able to keep up with other token providers innovation? Maybe. Long term bare metal GPU contracts are conversely the lowest risk play. Lock in a contract or two, and comfortably pay back the hardware in 2-3 years. Exceptionally healthy returns, but upside is completely capped. The security is also arguably illusory. On-demand bare metal GPU hours are in the middle and being slept on. Risk is not materially increased from long term contracts unless you think a massive crash is coming (in which case your long term counterparty is just as at risk and why are you in the business anyway), and your upside is uncapped.
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The SF group think issue is real. Hydra Host had zero SF engineers and was the first company to correctly identify bare metal as the most critical part of the Neocloud stack, especially when it comes to standardizing deployments for functional compute marketplaces. It just wasn’t hot or buzzy at first. Now all the SF neoclouds and compute marketplaces care, including customers and former customers of ours that originally dismissed it. Independent, first principle thinking always wins.
Why is every "lab" shipping the same thing? Is it because Silicon Valley is full of people who think the same because they've all worked at the same places on the same things and are surrounded by people who care about the same things?
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It’s pretty obvious Apple will meaningfully compete with NVIDIA before AMD and Google do.
A neocloud's perspective: how are @AMD chips + @Google TPUs? word on the street: > amd is hard to debug, without a mature software ecosystem, wouldn't use amd for production system > AMD engs often trying to solicit open-source contributions > TPU for a long time was only in @googlecloud so they're not aware of industry standard and everything is proprietary and custom features, hard for neoclouds to use
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Obvious when the biggest one already did, it’s called SpaceX. Lots of companies that imagined they will train capable models or run capable inference services will end up “just” renting bare metal.
We’re going to see a bunch of neolab to neocloud pivots next year
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And it looks like it'll be able to run on 4x M5 Ultras.
This is utterly insane
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That's the inherent problem with Anthropic's paternalistic stance on blocking "offensive" capabilities. Offense is the best defense. You're either sitting around waiting for officially disclosed CVEs and patches, until which you are just completely helpless. Or you can pen test the hell out of your own systems and find the exploits first.
Replying to @Suhail
I’ve heard several OAI people say there are unfixable bugs in hardware that are exploitable by AI models directly speaking machine code so even if we could solve software that’s not enough. We need defense to move faster than offense if that’s even possible we may just have a new normal that requires adapting to insecure software (bank transfers require going into a branch and taking a dna test 🤣😬)
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Been waiting for them to drop this for some time! Congrats to the team!
Introducing Bitwater: the water heater element that mines Bitcoin. It screws into the electric tank you already have. Physically decentralized mining that runs no matter what 🧵 Heat water. Mine Bitcoin. Same tank.
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Ariel Deschapell (b/acc) retweeted
The last thing you see before compute becomes a commodity @NotASithLord @andrawesbahou Willing compute markets into reality at GTC Berlin @ComputeDesk x @get_hydrahost
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If the AI Infrastructure market has a collapse, it will be because we can't make GPUs efficient enough fast enough. Not the opposite. Few.
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An uncomfortable conversation that is going to need to be had soon is whether >10Mloc operating systems are a remotely good idea in the first place (answer : no) and whether we should actually just switch to microkernels (answer : yes). Goodbye Windows, Mac, and yes, even Linux.
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