[HN Gopher] Deep dive on Nvidia circular funding
       ___________________________________________________________________
        
       Deep dive on Nvidia circular funding
        
       Author : jeanloolz
       Score  : 233 points
       Date   : 2025-12-08 18:48 UTC (4 hours ago)
        
 (HTM) web link (philippeoger.com)
 (TXT) w3m dump (philippeoger.com)
        
       | Morizero wrote:
       | I appreciate the disclosures about Gemeni and Nano Banana, but
       | does that start to feel a little like a conflict of interest or
       | something similar in an article discussing their competition?
        
       | kart23 wrote:
       | The critiques of 'circular funding' don't really make sense to
       | me. If you invest 20 billion and you get back 20 billion, your
       | profit is the same. Sure your revenues look higher but investors
       | have access to all that information and should be taking that
       | into account, just like all the other financial data.
       | 
       | Michael Burry is betting against AI growth translating into real
       | profits as a whole, not the circular funding.
        
         | belter wrote:
         | >> If you invest 20 billion and you get back 20 billion
         | 
         | Its about keeping Wall Street bubble momentum, not financials.
        
           | kart23 wrote:
           | Isn't that the entire stock market for the last 20 years?
        
         | myhf wrote:
         | It's certainly a problem when circular investment structures
         | are used to get around legal limits on the amount of leverage
         | or fractional reserve, or to dodge taxes from bringing offshore
         | funds onshore.
        
           | londons_explore wrote:
           | Plenty of sneaky ways of using different accounting years
           | offshore to push taxes forward indefinitely too, since the
           | profit is never present at the year end.
        
         | biggoodwolf wrote:
         | if you invest 20 and get 20 then you got 0% profit
        
           | abakker wrote:
           | 0% NET accretive profit - the OP was saying that the
           | invest/return wash doesn't affect prior profitability, just
           | revenue. Obviously, the new profitability inclusive of the
           | new revenue will actually by lower because of the zero margin
           | wash trade.
        
           | nh23423fefe wrote:
           | Why would you say that? If take cash and buy an asset I
           | haven't lost money.
        
             | Detrytus wrote:
             | But you haven't made any money either. That's what "profit"
             | means.
             | 
             | Also, "the asset" here means stocks of a company that is
             | losing billions dollars per year. OpenAI has no clear path
             | to become profitable, especially given the fact that Google
             | has just leaprfroged them with their Gemini 3 model.
        
           | cyanydeez wrote:
           | Depends on when 20 goes in and 20 comes out.
           | 
           | And how inflation and interest are accounted.
        
         | mvkel wrote:
         | The problem is that stocks are often valued and traded on
         | revenue growth, not profit[0] So circular funding generates
         | stock price bumps when, as you said, there's no inherent value
         | underneath. Creates a recipe for a crash.
         | 
         | [0] consider pagerduty, incredibly profitable with little
         | revenue growth. Trading at 1.5X revenue, where high revenue
         | growth, unprofitable companies are trading at 10X revenue.
        
           | mewpmewp2 wrote:
           | Both are taken into account. Potential profitability is taken
           | into account with growth companies. Circular funding has no
           | effect on that. With unprofitable companies case is made on
           | how risky the company is and what the potential profit will
           | be in the future.
        
             | mvkel wrote:
             | I would disagree, at least in the short term. Exhibit A:
             | AMD's stock rose 36% at the announcement of their OpenAI
             | circular deal. If 1+1 = 3 and there is potential profit to
             | be gleaned from such a deal, then it isn't circular, and is
             | just plain good business. But the fact that AMD's stock
             | collapsed back to where it was shortly after suggests
             | otherwise
        
               | mewpmewp2 wrote:
               | This isn't to do with this being circular. It is moreso
               | that AMD is thought to be falling behind in AI race, but
               | OpenAI doing a deal with them is a strong indicator that
               | they might have potential to come back.
        
           | cyanydeez wrote:
           | Its crypto wash trading.
        
             | shwaj wrote:
             | Why? Wash trading is about selling and then requiring the
             | same asset for tax purposes. How is this analogous, other
             | than that you presumably dislike both practices?
        
               | myownpetard wrote:
               | In crypto, wash trading usually refers to the practice of
               | exchanges or project creators colluding to trade the same
               | asset back and forth in order to make the
               | volume/liquidity/popularity look greater than it is.
               | 
               | - "Our coin hit $100M daily volume, get on this
               | rocketship before it's too late!"
               | 
               | - "Our exchange does $1B annually, so you know we're
               | trustworthy!"
               | 
               | - "Hey investors, look at the massive demand for our GPUs
               | (driven by the company we invested $100B)!"
        
             | echelon wrote:
             | Nvidia is buying customers that will likely have increasing
             | need for Nvidia. Those investment dollars will be spent on
             | Nvidia. Future dollars will be spent on Nvidia.
             | 
             | Second order effects are that everyone serviced by AI today
             | will need even more AI tomorrow. Nvidia is there for that.
             | They're increasing AI proliferation.
             | 
             | By increasing the number of engineers, dollars, watts spent
             | on GPU, Nvidia grows its market.
             | 
             | The added benefit here is that Nvidia gets to share in the
             | upside if any of these companies succeed in their goals.
             | 
             | It's as if Microsoft had Azure back before the doctom boom
             | and took investments in Google, Amazon, and Facebook in
             | exchange for hosting them. (And maybe a few misfires, like
             | WebVan.)
             | 
             | This is really smart chess play.
        
           | danvayn wrote:
           | I feel like it's almost more of a Popular stock thing.
           | Consider if pagerduty eked out an empty deal with any one of
           | the "Pop stocks" that had little impact on their real
           | profitability. Would stock trade differently or better? It
           | feels like it really would in the modern market. Like even if
           | the numbers weren't a big change, the buzz would be.
        
         | Jare wrote:
         | Just because it's legal and in the open doesn't mean it's sound
         | or not creating perverse incentives. Investors that "should be
         | taking that into account" probably are, and hoping that they
         | come out on top when the bubble bursts. That means pain for
         | many people. Those are very valid reasons to point the finger
         | and criticize.
        
         | whatshisface wrote:
         | If you invest $100B and get back $40B in sales, you're
         | investing $60B of money and $40B of your products. This is
         | simple stuff. The question is whether or not it is a good
         | investment. Probably not.
        
         | buzzin_ wrote:
         | It's worse than that. One side of the "circle" is 40 billion,
         | the other side is 300. Why not just subtract it, and say 260
         | billion is going one way.
         | 
         | The real story is that Nvidia is accepting equity in their
         | customers as a payment for their hardware. "What, you don't
         | have cash to buy our chips? That's OK, you can pay by giving us
         | 10% of everything you earn in perpetuity."
         | 
         | This has happened before, let's call it the "selling the goose
         | that lays golden eggs scan." You can buy our machine that
         | converts electricity into cash, but we will only take
         | preorders, after all it is such a good deal. Then, after
         | bulding the machines with the said preorder money, they of
         | course plugged the machines in themselves instead of shipping
         | them, claiming various "delays" in production. Here I'm talking
         | about the bitcoin mining hardware when the said hardware first
         | appeared.
         | 
         | Nvidia is doing similar thing, just instead of doing it 100%
         | themselves, they are 10% in by acquiring the equity in their
         | customers.
        
           | calvinmorrison wrote:
           | > Here I'm talking about the bitcoin mining hardware when the
           | said hardware first appeared.
           | 
           | even better, we take preorders, while we delay for 1 year, we
           | run the ASICs ourselves with way outsized TH/s power compared
           | to the world. Once we develop the next one, we release the
           | 'new' one to the public with 1/10th of the power.
        
         | mr_toad wrote:
         | Nvidia could have invested elsewhere, but they're doubling down
         | on AI.
         | 
         | Their shares have been tanking for a month, even after a very
         | good earnings report, so perhaps the market seeks a little more
         | diversity?
        
           | chasd00 wrote:
           | this isn't an investing site but Coreweave is what I watch.
           | All those freaking datacenters have to get built, come
           | online, and work for all the promises to come true. Coreweave
           | is already in a bit of a picklye, I feel like they are the
           | first domino.
           | 
           | /not an investing/finance/anything to do with money expert.
        
             | mr_toad wrote:
             | Coreweave's price has been sliding since June. Odd for a
             | bubble to behave like this.
        
               | MarkusQ wrote:
               | "How did you go bankrupt?" Bill asked.
               | 
               | "Two ways," Mike said. "Gradually and then suddenly."
               | 
               | -- Ernest Hemingway
        
         | dylan604 wrote:
         | I've run into this before in other industries as well. Sports
         | franchises are notorious where they expect any company doing
         | work for the franchise to then spend some of that money earned
         | back with the franchise in forms of buying advertising, suites,
         | etc to the point that very little money if any is made by the
         | vendor.
        
         | arcticbull wrote:
         | Burrys critique is that the Nvidia funding deals have them
         | investing money in a company and getting both stock in that
         | company and their own money back to buy the chips. They then
         | book the chip sales in revenue but they don't show the
         | investment as a cost, since investments are treated separately
         | from an accounting perspective. So it looks like they're
         | growing revenue organically at no cost, while that doesn't seem
         | logically consistent with what's actually happening.
        
           | danielmarkbruce wrote:
           | The truth is you can't properly account for these
           | transactions. If they are making legitimate equity
           | investments (ie, that an independent investor would
           | reasonably make) it's all fine. If they are investments that
           | don't hold water, it's fraud.
           | 
           | It's not that different to any type of vendor financing.
           | Vendor financing is legit, if done legitimately.
        
           | danvayn wrote:
           | Burry's critique is even more general than that when it comes
           | to tech companies doing accounting fraud. It's his argument
           | as to why "the market doesn't make sense" and his bets have
           | failed -- which is why I'm not sure anyone would summarize it
           | as "betting against AI growth translating into real profits
           | as a whole"
        
         | fngjdflmdflg wrote:
         | Yeah, I saw this critique show up a few months ago and now I'm
         | seeing it everywhere, even in major financial news sites like
         | Bloomberg.[0] It's certainly worth discussing, but people are
         | taking it as a gotcha to prove the AI boom is fake. However,
         | all the AI companies have to buy from Nvidia anyway. And Nvidia
         | has tons of cash, in fact it has 4x the cash on hand now than
         | it did in 2023, despite all the investments.[1] So yes, if they
         | think the AI market will grow then of course they will buy into
         | it. If all of Nvidia's deals went bad, their stock would
         | plummet, but not because they lost a few tens of billions,
         | rather because that would mean the AI market is going down in
         | general. There is a great counterexample to the "AI is propped
         | up by circular funding" argument in Google, which uses its own
         | TPUs and builds its own AI, and integrates it into it's own
         | end-user products, no circular deals needed. If AI is propped
         | up by anything it is investors and companies thinking it will
         | give them a huge return. Circular deals are a result of that:
         | cash is going everywhere into that market, it's that simple.
         | The AI boom may be a bubble, but not due to circular deals in
         | particular.
         | 
         | [0]
         | https://www.bloomberg.com/news/features/2025-10-07/openai-s-...
         | 
         | [1] https://www.cnbc.com/2025/12/04/nvidia-has-a-cash-problem-
         | to... -- Actually "Cash and short-term investments", not sure
         | what is included in that, but I don't think it includes these
         | major deals.
        
         | nrhrjrjrjtntbt wrote:
         | No. Your revenue increased by 20bn and your profit increased by
         | (for arguments sake) 5bn. You also have 20bn of investments
         | that you then need to value.
         | 
         | Is that bad? Depends. Did the purchase of chips make sense.
         | Would they have done that if someone else say an independent
         | entity invested?
        
         | 0manrho wrote:
         | I'm not sold on the circular funding argument either, though it
         | certainly wouldn't surprise me if it (or some other form of
         | corruption/collusion) turned out to be true to some extent.
         | Personally, I firmly believe that Silicon Valley jumped-the-gun
         | early on AI investment for fear of being left behind and over-
         | estimating the potential of LLM-based AI (at least in the short
         | term), and now are stuck in the awkward position of not being
         | able to admit it without shaking investor confidence which they
         | don't want to do as they still need significant more investment
         | to mature the tech to a point that it starts paying significant
         | returns with respect to the investment.
         | 
         | > Michael Burry is betting against AI growth translating into
         | real profits as a whole, not the circular funding.
         | 
         | It's not even so much that he's betting against that
         | translating into profits, but rather that the pace of
         | infrastructure investments is too out of sync with the timeline
         | of realizing those profits, and also that throwing money at the
         | problem doesn't necessarily move that break-even ROI timetable
         | forward in a sustainable way (beyond a certain point).
         | 
         | That's what popped the DotCom bubble. It was the fundamental
         | fallacy that potential profits and revenues were directly
         | proportional to and/or dependent on investment, and even more
         | specifically that more investment would realize not just
         | greater returns, but the belief that more investment yielded
         | greater return _sooner_ which just wasn 't true - at least not
         | beyond a certain point. So while many people associate the
         | Pets.com flop with the dotcom bubble, it was actually over
         | investment in and by Cisco (chiefly, but not solely) that
         | really precipitated the bubble bursting.
         | 
         | A lot of people see lots of parallels with the AI bubble in
         | that context. If the ROI timeframe is greater than the viable
         | lifecycle of hardware bought today, how wise is it to spend big
         | today? Does it accelerate the timeframe if you spend more, and
         | if so by how much, and up to what point? There's also something
         | to be said about market momentum and strategic positioning, but
         | that's hard to quantify, especially in the context of
         | forecasting how impactful it will be on realizing your ROI at
         | some indefinite point in the future.
        
         | johnnyanmac wrote:
         | >should be taking that into account
         | 
         | There's a lot of "shoulds" that go out the window when you're
         | basically in a hype cycle. We're high stakes rolling at this
         | point. It's a matter of when the house goes broke.
         | 
         | >Michael Burry is betting against AI growth translating into
         | real profits as a whole, not the circular funding.
         | 
         | One can lead to the other.
        
       | strangescript wrote:
       | Its so wild to me that people that should know better pretend
       | that this kind of stuff doesn't happen in every industry.
        
         | tokai wrote:
         | At this scale? Why don't you give some examples.
        
           | strangescript wrote:
           | MS invested in Apple to keep them afloat so they had a
           | competitor and avoid anti-trust lawsuits.
           | 
           | That seems more nefarious than buying products from each
           | other. Either way it worked out fine for Apple.
        
         | shadowgovt wrote:
         | Pull our POV back far enough, and isn't "circular funding" just
         | "The economy?"
         | 
         | Money circulates; it's what it does. The real question is to
         | what extent circulation among a small group of firms is either
         | collusion in disguise (i.e. decisionmaking by only one actual
         | entity falsely measured as multiple independent entities) or a
         | fragile ecosystem masquerading as a healthy one (i.e. an
         | "island economy" where things look great in the current status
         | quo, but the moment the fish go away the entire cycle instantly
         | collapses).
        
       | givemeethekeys wrote:
       | Isn't news of Bury or Pelosi, or anyone else's investments
       | usually 3 months old?
        
       | doctorpangloss wrote:
       | > quietly arming themselves for a breakout.
       | 
       | If I wanted to read Gemini's opinion about this issue with the
       | voice of a crank technical analysis, I would
        
       | fwip wrote:
       | - **The Cash Flow Mystery**: ...         - **The Inventory
       | Balloon**: ...         - **The "Paper" Chase**: ...
       | 
       | More AI slop.
        
         | pinkmuffinere wrote:
         | I agree it's poorly written, but I'm _much_ more interested in
         | whether it is correct, or incorrect. Do you believe it is
         | incorrect?
        
           | 0xbadcafebee wrote:
           | Apparently it doesn't matter to them
        
           | Magnets wrote:
           | 75% margin means they have around $79.2bn of potential
           | revenue sitting in inventory. Next quarter revenue is
           | projected to be $65bn, so 110 days of stock.
        
           | fwip wrote:
           | I don't have an opinion on whether it's correct or not. I see
           | AI writing, I stop reading. When compared to human-authored
           | prose, AI writing is much more likely to be convincing-but-
           | wrong. I don't need to be ingesting stuff engineered to be
           | believable, with correctness only as a secondary concern.
           | 
           | If it's correct, it's usually because a better source has
           | already written it correctly, or because it's trivial to
           | somebody who knows what they're talking about.
           | 
           | AI writing is a sign that the author either doesn't know the
           | material, doesn't want to write it, or both. Because
           | distinguishing "too lazy to write it" and "too stupid to
           | fact-check it properly" is very difficult on my end as a
           | reader, it's better to be safe than sorry. There's no sense
           | in exposing my malleable wetware to slop of unknown
           | provenance.
           | 
           | There has been no shortage of human authors writing about
           | this topic. I don't know who "Philip Pieogger" is, so I have
           | no reason to prefer him as a co-author.
        
       | gchadwick wrote:
       | > However, Groq's architecture relies on SRAM (Static RAM). Since
       | SRAM is typically built in logic fabs (like TSMC) alongside the
       | processors themselves, it theoretically shouldn't face the same
       | supply chain crunch as HBM.
       | 
       | It's true SRAM comes with your logic, you get a TSMC N3 (or N6 or
       | whatever) wafer, you got SRAM. Unfortunately SRAM just doesn't
       | have the capacity you have to augment with DRAM which you see
       | companies like D-Matrix and Cerebras doing. Perhaps you can use
       | cheaper/more available LPDDR or GDDR (Nvidia have done this
       | themselves with Rubin CPX) but that also has supply issues.
       | 
       | Note it's not really about parameter storage (which you can
       | amortize over multiple users) it's KV cache storage which gets
       | you and that scales with the user count.
       | 
       | Now Groq does appear to be going for a pure SRAM play but if the
       | easily available pure SRAM thing comes at some multiple of the
       | capital cost of the DRAM thing it's not a simple escape hatch
       | from DRAM availability.
        
         | jsheard wrote:
         | SRAM scaling also hit a wall a while ago, so you can't really
         | count on new processes allowing for significantly higher
         | density in the future. That's more of a longer-term issue with
         | the SRAM gambit that'll come into play after the DRAM shortage
         | is over though - logic and DRAM will keep improving while SRAM
         | probably stays more or less where it is now.
        
           | zozbot234 wrote:
           | You can still scale SRAM by stacking it in 3D layers, similar
           | to the common approach now used with NAND flash. I think HBM
           | DRAM is also directly stacked on-die to begin with,
           | apparently that's the best approach to scaling memory
           | bandwidth too.
           | 
           | It'll be interesting to see if we get any kind of non-NAND
           | persistent memory in the near future, that might beat some
           | performance metrics of both DRAM and NAND flash.
        
             | wtallis wrote:
             | NAND is built with dozens of layers on one die. HBM DRAM is
             | a dozen-ish dies stacked and interconnected with TSVs, but
             | only one layer of memory cells per die. AMD's X3D CPUs have
             | a single SRAM die stacked on top of the regular CPU+SRAM,
             | with TSVs in the L3 cache to connect to the extra SRAM. I'm
             | not aware of anyone shipping a product that stacks multiple
             | SRAM dies; the tech definitely exists but it may not be
             | economically feasible for any mass-produced product.
        
               | arcticbull wrote:
               | The issue is size, SRAM is 6 transistors per bit while
               | DRAM is 1 transistor and a capacitor. Anyone who wants
               | density starts with DRAM. There's never been motivation
               | to stack.
        
               | toast0 wrote:
               | > AMD's X3D CPUs have a single SRAM die stacked on top of
               | the regular CPU+SRAM, with TSVs in the L3 cache to
               | connect to the extra SRAM.
               | 
               | Just FYI, the latest X3D flipped the stack; the cache die
               | is now on the bottom. This helps transfer heat from the
               | compute die to the heatsink more effectively. In armchair
               | silicon designer mode, one could imagine this setup also
               | adds potential for multiple cache dies stacked, since
               | they do interpose all the signals, why not add a second
               | one ... but I'm sure it's not that simple, for one: AMD
               | wants the package z-heights to be consistent between the
               | x3d and normal chip.
        
               | mattaw2001 wrote:
               | I agree with your description and conclusion.
               | Additionally the companies that can make chip stacks like
               | HBM in volume are the HBM manufacturers. As they are
               | bottlenecked by the packaging/stacking right now (while
               | also furiously building new plant capacity) I can't see
               | them diverting manufacturing to stacking a new SRAM tech.
        
               | LargoLasskhyfv wrote:
               | Every time I read about D|S-RAM scaling I'm reminded of
               | https://www.besang.com/
               | 
               | Ever heard of them? What do you think? Vaporware?
        
         | rayiner wrote:
         | Is Groq different from Grok?
        
           | grandmczeb wrote:
           | They're unrelated. Groq = chip company, Grok = model by x.ai.
        
             | dhosek wrote:
             | The similarity in names is likely to Groq's detriment.
        
               | jsheard wrote:
               | They certainly weren't happy about it:
               | https://groq.com/blog/hey-elon-its-time-to-cease-de-grok
        
       | throw234678 wrote:
       | This post is written with its _intellectual fly_ open. I 'm not
       | sure whether it was partly AI-generated, or whether the author
       | has spent so much time ingesting AI-generated content that the
       | tells have rubbed off, but this article has:
       | 
       | - Strange paragraph-lists with bolded first words. e.g. "The Cash
       | Flow Mystery"
       | 
       | - The 'It's not just X; it's Y' meme: "Buying Groq wouldn't just
       | [...], it could give them a chip that is actually [...]. It's a
       | supply chain hedge."
       | 
       | Tells like:
       | 
       | - "My personal read? NVIDIA is [...]"
       | 
       | - "[...]. Now I'm looking at Groq, [...]"
       | 
       | However, even if these parts were AI generated, it's
       | simultaneously riddled with typos and weird phrases:
       | 
       | - "it looks like they are squeezing each other [sic] balls."
       | 
       | - Stylization of OpenAI as 'Openai'.
       | 
       | Not sure what to make of this low-quality prose.
       | 
       | Even if the conclusion is broadly correct, that doesn't mean the
       | reasoning used to get there is consistent.
       | 
       | I do, at least, appreciate that the author was honest up-front
       | with respect to use of Gemini and other AI tools.
       | 
       | Final grade: D+.
        
         | glitchc wrote:
         | Why use a throwaway account if posting an honest critique?
        
           | lukebechtel wrote:
           | avoiding vindictiveness perhaps
        
           | throw234678 wrote:
           | 1. I haven't commented on HN in a while and didn't want to
           | dig up my password. Throwaway accounts are a tradition.
           | 
           | 2. I don't want people to see my disparagement of the quality
           | of prose in this article as indication of personal agreement
           | or disagreement with any of the points in the article. I have
           | no horse in this race. I just want to read high-quality
           | material. I love HN, but I'm not sure how much longer HN will
           | be a place I can frequent in this respect. Have the hills not
           | eroded? What of childlike curiosity?
           | 
           | 3. My comment is nothing special. Others also point out
           | portions of this article may be AI generated. People can
           | verify the contents of my comment independently and come to
           | their own conclusions. It does not require that I lean on
           | implied authority of some form.
           | 
           | I read a lot, it's basically all I do. I wish writers
           | maintained the contract of spending at least as much energy
           | writing out ideas as they expect their audience to expend
           | while reading them.
           | 
           | I will now log out of this account and lose the password. I
           | hope this was helpful. I intend no malice; I'm sure the
           | author of this piece is a kind person and fun to hang out
           | with. I hope they take this feedback the right way.
        
             | johnnyanmac wrote:
             | >I love HN, but I'm not sure how much longer HN will be a
             | place I can frequent in this respect. Have the hills not
             | eroded? What of childlike curiosity?
             | 
             | Culture shifts, even If you want to pretend you're beyond
             | trends. I know HN wants to say "we're not Reddit" but
             | cultural osmosis from Reddit and the internet at large will
             | change how you interact even here.
             | 
             | That said:
             | 
             | >I wish writers maintained the contract of spending at
             | least as much energy writing out ideas as they expect their
             | audience to expend while reading them.
             | 
             | Maybe they did. Thing is that it's rare to be a skilled
             | orator and a highly technical person (AKA the audience
             | here). I could spend 20 hours writing this piece (after
             | researching) and it'd be worse than someone who spent 2
             | hours writing it up but basically write full time. Don't
             | let aptitude be confused with effort.
        
         | 0xbadcafebee wrote:
         | Is this the new form of ad-hominem? ad-AI?
        
           | kfarr wrote:
           | ai-hominem
        
             | 0_____0 wrote:
             | ad machina
        
             | mr_toad wrote:
             | Ad machinam. "To the machine".
        
         | whimsicalism wrote:
         | HN is full of know-little blogspam, although rarely does it get
         | top top like this one did.
        
         | johnecheck wrote:
         | > Even if the conclusion is broadly correct, that doesn't mean
         | the reasoning used to get there is consistent.
         | 
         | This is the conclusion of a reply that focused entirely on
         | critiquing OP's style/AI use instead of their reasoning?
         | Ironic.
        
           | throw234678 wrote:
           | Poe's Law strikes again!
        
         | johnfn wrote:
         | It does amuse me when you have great, clean writing in some
         | parts of a post, but then you have a sentence like
         | 
         | > As we head into 2026, when looking at Nvidia, openai and
         | Oracle dynamics, it looks like they are squeezing each other
         | balls.
         | 
         | Yeah I don't think there's a snowball's chance in heck that an
         | LLM wrote that one, lol. My best guess is that the author
         | combed over some of their prose with an LLM, but not all.
        
           | tarsinge wrote:
           | On the contrary, recently I encountered many cases where
           | ChatGPT randomly switched to a very familiar style for a few
           | sentences. It has a strong Reddit vibe when it does it, which
           | I guess is not surprising.
        
             | xmprt wrote:
             | I've seen this happen when AI is asked to spot fix a single
             | sentence in the middle of an essay and it fails to maintain
             | the style of the rest of the writing.
        
         | SpaceManNabs wrote:
         | I am laughing really hard. That first sentence of "Final
         | Thoughts" is amazing.
         | 
         | the inconsistent capitalization, the odd punctuation, and the
         | grammar mistakes. Love it.
         | 
         | I want this article to stay on the front page because it is
         | hilarious.
        
         | maczwei wrote:
         | In other post: https://philippeoger.com/pages/why-googles-tpu-
         | could-beat-nv... in the paragraph: "What This Means for the
         | Future NVIDIA is not standing still; its Q3 Fiscal 2026
         | earnings were a record \$57.0 billion in revenue, with Data
         | Center revenue hitting \$51.2 billion. But the growing adoption
         | of TPUs introduces a long-term risk to NVIDIA's core business
         | model." they write about 2026 as if it already was. Could be a
         | human typo or AI mistake.
        
           | jsnell wrote:
           | Companies' fiscal years do not necessarily align with the
           | calendar year. Nvidia has indeeded just reported its FY2026
           | Q3 results.
           | 
           | You might want to get your facts right first when flinging
           | accusations. Like, this fact is trivial to check! Why didn't
           | you?
           | 
           | (Not an endorsement of either of the articles.)
        
           | MarkusQ wrote:
           | Nvidia's (fiscal) Q3 2026 financial statements have been
           | released, and are what this is all about. Fiscal years may be
           | correlated with calendar years, but sometimes (as in this
           | case) the correlation is rather elastic.
        
       | tzury wrote:
       | The Burry short is just one data point, but the "facts we know"
       | are piling up fast.
       | 
       | Here is a possible roadmap for the coming correction:
       | 
       | 1. The Timeline: We are looking at a winter. A very dark and cold
       | winter. Whether it hits before Christmas or mid-Q1 is a rounding
       | error; the gap between valuations and fundamentals has widened
       | enough to be physically uncomfortable.
       | 
       | The Burry thesis--focused on depreciation schedules and circular
       | revenue--is likely just the mechanical trigger for a sentiment
       | cascade.
       | 
       | 2. The Big Players:
       | 
       | Google: Likely takes the smallest hit. A merger between DeepMind
       | and Anthropic is not far-fetched (unless Satya goes all the way).
       | 
       | By consolidating the most capable models under one roof, Google
       | insulates itself from the hardware crash better than anyone else.
       | 
       | OpenAI: They look "half naked." It is becoming impossible to
       | ignore the leadership vacuum. It's hard to find people who've
       | worked closely with Altman who speak well of his integrity, and
       | the exits of Sutskever, Schulman, and others tell the real story.
       | 
       | For a company at that valuation, leadership credibility isn't a
       | soft factor--it's a structural risk.
       | 
       | 3. The "Pre-Product" Unicorns: We are going to see a reality
       | check for the ex-OpenAI, pre-product, multi-billion valuation
       | labs like SSI and Thinking Machines.
       | 
       | These are prime candidates for "acquihres" once capital tightens.
       | They are built on assumptions of infinite capital availability
       | that are about to evaporate.
       | 
       | 4. The Downstream Impact:
       | 
       | The second and third tier--specifically recent YC batches built
       | on API wrappers and hype--will suffer the most from this
       | catastrophic twister.
       | 
       | When the tide goes out, the "Yes" men who got carried away by the
       | wave will be shouting the loudest, pretending they saw it coming
       | all along
        
         | jml7c5 wrote:
         | Is this AI-written?
        
         | usednet wrote:
         | Very helpful, an AI comment analyzing an analysis of AI
        
         | jchw wrote:
         | I don't believe your comment is just a direct dump out of an
         | LLM's output, mainly because of the minor typo of "acquihires",
         | but as much as I'd love to ignore superficial things and focus
         | on the substance of a post, the LLM smells in this comment are
         | genuinely too hard to ignore. And I don't just mean because
         | there's em-dashes, I do that too. Specifically these patterns
         | stink _very_ strong of LLM fluff:
         | 
         | > leadership credibility isn't a soft factor--it's a structural
         | risk.
         | 
         | > The Timeline/The Big Players/The "Pre-Product" Unicorns/The
         | Downstream Impact
         | 
         | If you really just write like this entirely naturally then I
         | feel bad, but unfortunately I think this writing style is just
         | tainted.
        
       | cmiles8 wrote:
       | The circular funding is concerning, but more concerning are
       | suggestions that supply might be vastly exceeding demand. Not
       | that people don't want chips but that the chip production now
       | exceeds the ability to power them up and use them. The shortage
       | is power and racks in data centers ready to go. Folks are running
       | numbers suggesting there's a bunched chips now just sitting
       | around.
       | 
       | That, combined with some cooling from an AI hype bubble burst
       | (see separate articles about companies missing quota as folks
       | aren't buying as much AI as the hype hoped) and there's a
       | potential ugly future where the headline demand plummets in top
       | of idle chips waiting to be powered on. Suddenly the market is
       | flooded with chips nobody wants.
        
       | markbao wrote:
       | AI-generated section "NVIDIA's earnings" nerfed the credibility
       | of this piece.
        
       | jmole wrote:
       | Isn't circular funding how the entire economy works?
       | 
       | I can see how you could make an argument that this particular
       | ouroboros has an insufficient loop area to sustain itself, or
       | more significantly, lacks connection to the rest of the economy,
       | but money has to flow in circles/cycles or it doesn't work at
       | all.
        
         | cyanydeez wrote:
         | Only when using non aligned intwrests, like government funding
         | roads.
         | 
         | When interests directly align and parties are largely owned by
         | the same people, its wash trading.
         | 
         | The point of wash trading is to make activity increase the
         | value of an asset via a netzero activity. Since nothing is
         | generated from the activity its circular, eg, nothing physical
         | changes hands.
         | 
         | Crypto trading is the golden child of wash trading as the
         | primary mode of increasing the value of an asset.
         | 
         | Its unsurprising then that the company that got rich on crypto
         | wash trading is doing its own attempts to drive artificial
         | demand.
        
         | morshu9001 wrote:
         | Parties in an economy don't normally buy something that they
         | sell at the same time. It's hazier than that here, but still
         | looks like Nvidia is buying GPUs from itself via OpenAI and
         | Oracle.
         | 
         | Btw there are examples involving sanctioned economies. Most US
         | saffron comes from Spain, all of whose saffron comes from Iran.
         | Azerbaijan exports way more gas than they produce, cause they
         | also buy from Russia.
        
       | IshKebab wrote:
       | > However, Groq's architecture relies on SRAM (Static RAM). Since
       | SRAM is typically built in logic fabs (like TSMC) alongside the
       | processors themselves, it theoretically shouldn't face the same
       | supply chain crunch as HBM. > > Looking at all those pieces, I
       | feel Oracle should seriously look into buying Groq.
       | 
       | I don't see why. Graphcore bet on SRAM and that backfired because
       | unless you go for insane wafer scale integration like Cerebras,
       | you don't remotely get enough memory for modern LLMs. Graphcore's
       | chip only got to 900MB (which is both a crazy amount and not
       | remotely enough). They've pivoted to DRAM.
       | 
       | You could make an argument for buying Cerebras I guess, but even
       | at 3x the price, DRAM is just so much more cost effective than
       | SRAM I don't see how it can make any sense for LLMs.
        
         | twoodfin wrote:
         | Forget about DRAM vs. SRAM or whatever: How does a cheaper
         | source of non-Nvidia GPUs help Oracle? They're not training
         | models or even directly in the inference business. Their pitch
         | is cloud infra for AI, and today that means CUDA & Nvidia or
         | you're severely limiting your addressable market.
        
           | wmf wrote:
           | Yeah, some customer would have to commit to renting the chips
           | before Oracle would buy them.
        
       | calflegal wrote:
       | My god, this article and half the comments here seem like they
       | came from AI.
       | 
       | Dead internet much?
        
         | Jabrov wrote:
         | You're absolutely right!
        
         | frameset wrote:
         | Wow, calflegal. That's not just good insight, it's smart
         | thinking.
         | 
         | I think you're correct -- there's a lot of LLM generated
         | content here!
        
       | CobrastanJorji wrote:
       | Regardless of the content itself, using Nano Banana to illustrate
       | OpenAI's financial bullshittery is some grade A snark.
        
       | wmf wrote:
       | _Since SRAM is typically built in logic fabs (like TSMC)
       | alongside the processors themselves, it theoretically shouldn 't
       | face the same supply chain crunch as HBM._
       | 
       | DRAM and logic fabs are both sold out so replacing one with the
       | other doesn't really help. And SRAM uses ~6x more silicon area
       | than DRAM.
       | 
       | Groq may be undervalued but not for supply chain reasons.
        
         | mr_toad wrote:
         | > Groq may be undervalued but not for supply chain reasons.
         | 
         | Groq isn't listed is it? Hard to know what its valuation might
         | look like.
        
           | wmf wrote:
           | I see people routinely discussing valuations of private
           | companies with certainty. I don't know how often those
           | numbers are wrong.
        
       | blindriver wrote:
       | This is what happens when highly confident uneducated people read
       | slop from other uneducated people with an agenda (Twitter, Burry
       | et al) and then regurgitate more slop.
       | 
       | There is no circular funding. There's certainly circular
       | speculation that is driving up the prices but the revenues are
       | all accounted.
       | 
       | The DSO change is meaningless if you understand accounting.
       | 
       | The inventory building up is the cost of materials and incomplete
       | inventory. It's not chips sitting around waiting to be deployed.
       | 
       | > holding ~120 days of inventory seems like a huge capital drag
       | to me.
       | 
       | Yeah I guess this guy who knows nothing about running a business
       | like Nvidia is allowed to make confident statements like this
       | despite no education or experience.
       | 
       | This article is garbage and he wasted his 48 hrs investigating
       | the same things I read in another worthless tweet several weeks
       | ago.
        
         | dboreham wrote:
         | Are partially processed wafers on Nvidia's balance sheet or
         | TSMC's? Or are you saying Nvidia is holding sawn die in
         | inventory? Confused as to what state the product might be in
         | for it to make sense to hold for 4 months when supposedly you
         | can sell everything you make.
        
           | blindriver wrote:
           | They are on nvidias balance sheet. You also don't sell
           | freshly baked chips the way you do cookies. Just because they
           | are hot out of the oven doesn't mean you sell it right away.
        
       | tims33 wrote:
       | The specifics of the article zero sense. Net Income and Operating
       | Cash Flow are not the same thing so there is no mystery about
       | whey they are different especially in a business with large Capex
       | and long lead times.
       | 
       | NVIDIA's historic DSO figures have also ranged from 41 to 57 over
       | the last 5 years, so again not that crazy.
        
         | next_xibalba wrote:
         | > Net Income and Operating Cash Flow are not the same thing
         | 
         | This is the second article that gained a lot of traction on HN
         | in the last few months with similar fundamental errors. The
         | previous one was similarly written by someone with a dev
         | background where they didn't understand the difference between
         | gross margins, operating profit, and net income-concepts which
         | were the basis for their analysis.
         | 
         | I wonder with this author or the previous, if they're just a
         | little too confident in their abilities. Accounting and Finance
         | are very deep and highly technical fields. Particularly for
         | publicly traded companies where the businesses tend to be very
         | complex and sophisticated and the consequences for making
         | mistakes or committing fraud are severe. I'm not suggesting
         | that non-finance people shouldn't try to analyze this stuff,
         | but some humility might be in order.
         | 
         | It reminds me of a data scientist I worked with who was doing
         | some modeling on companies' revenues. He believed he'd
         | uncovered some secret, conspiratorial truth about Samsung
         | having trillions in revenues, thereby making it the largest and
         | most powerful entity on Earth. We had to gently inform him that
         | he was looking at the revenues denominated in Korean Won and
         | they needed to be converted to USD.
        
           | danielmarkbruce wrote:
           | A confident yet clueless swe? I don't believe you.
        
             | next_xibalba wrote:
             | Don't get me wrong, I love SWEs, devs, DSs, etc. and I
             | think they do tend to be much smarter than the average.
             | But, in my experience, they also exhibit higher than
             | average hubris.
        
       | Havoc wrote:
       | Not a big fan of the circular observation. It's not the gotcha
       | people seem to think.
       | 
       | If the baker sells bread to the butcher, and the butcher sells
       | meat to the baker then they can still both go to bed with a belly
       | full of sandwich (aka actual utility & substance).
       | 
       | Adding a third party to make it look more circle-y doesn't change
       | that logic.
       | 
       | Round trip financing is mostly an issue if it is artificial (e.g.
       | a circle of loans) and between affiliated parties, not when
       | something of substance is delivered. Oracle is a business partner
       | of nvidia but I'd wager they'll still kick up a fuss if they
       | don't get their pallets of GB200s. They'll expect actual
       | delivery...like you know...in a real sale.
        
         | phailhaus wrote:
         | That's the wrong analogy, because the butcher is giving _money_
         | to the baker for the bread. If we we fix the analogy, then the
         | baker gives money to the butcher so that he buys their bread
         | _with that money_. The butcher cannot afford the bread without
         | it!
        
           | hn_acc1 wrote:
           | And the baker then tells people to buy his bread, because
           | it's so good, the butcher buys it every day!
        
           | Havoc wrote:
           | >so that he buys their bread with that money.
           | 
           | So basically like any business out there reliant on incoming
           | cash to pay suppliers?
           | 
           | This doesn't magically create money any more than the rest of
           | the economy...which has believe it or not CIRCULATING money
        
       | coppsilgold wrote:
       | Isn't this type of "circular funding" equivalent to bartering?
       | And why is this a problem?
       | 
       | Basically, the gold rush has reached a point where the shovel
       | seller wants a stake in the operation.
       | 
       | I wonder if we would one day have a situation where NVIDIA no
       | longer wants to sell chips to anyone and just use them
       | themselves. Some special developments would have to occur to
       | reach this point I think.
        
       | christkv wrote:
       | There is no extra wafer capacity anywhere in the system and
       | realistically it will take several years to unstick that. So not
       | sure where the slack is that will let sudden massive competition
       | appear to compete with Nvidia on the newest nodes?
        
       | devops000 wrote:
       | Micheal Burry is only betting 10M on this. Not big deal
        
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