DE version is available. Content is displayed in original English for accuracy.
Advertisement
Advertisement
⚡ Community Insights
Discussion Sentiment
50% Positive
Analyzed from 5164 words in the discussion.
Trending Topics
#debt#companies#more#risk#market#memory#where#hide#things#company

Discussion (126 Comments)Read Original on HackerNews
> Risks to financial stability may also stem from entities with particularly high exposure to private credit markets, such as insurers influenced by private equity firms and certain groups of pension funds. The assets of private‐equity‐controlled insurers have grown significantly in recent years, with these entities owning significantly more exposure to less‐liquid investments than other insurers
https://www.imf.org/-/media/files/publications/gfsr/2024/apr...
https://www.imf.org/-/media/files/publications/gfsr/2024/apr...
At this point these companies make up a huge portion of 401k's for a huge chunk of Americans. How would it affect retirees if they dropped 40-50%, likely taking the market with them?
Personally, I drop the financial sector entirely (Thomistic prohibitions on usury) which leaves an even 10 funds which is easy to allocate mentally and in practice. For example, assuming a 60/40 allocation where one is holding the lion’s share in equities and the remainder in bonds (I substitute with a combination of gold, crypto, cash, and Swiss Franc here), one would allocate as follows:
XLC 6% XLY 6% XLP 6% XLE 6% XLV 6% XLI 6% XLB 6% XLK 6% XLU 6% XLRE 6%
(Note that XLF is consciously not taken as a position here, decide if it’s right for you. The Mortgate REITs which would make XLRE problematic are in XLF per the sector selection rules)
The remaining 40% is bonded debt if you are fine with usury, or some sort of asset negatively or neutrally correlated to equities.
I suppose it’s worse if your calculation is, “I’ll retire when my 401k hits $X absolute value,” but I think most people just retire at a certain age instead with risk spread across decades.
It created an actual recession albeit thankfully short one for the case of dotcom (sadly not for 2007) and a really recessionary environment which causes unemployment and just straight up fear and panic.
I do understand what you are talking about and overall in long term, perhaps things flatten out but atleast speaking financially so, its better to be on a smooth sailing road rather than insane ups and downs with retirement money if preferable.
> I think most people just retire at a certain age instead with risk spread across decades.
The issue in my opinion is with people near that certain age you mention and who retire in the time during boom just before bust. They would then get the 50% hit on their savings instantly with an recession/inflation/unemployment environment which in my opinion might be genuinely devastating.
(supposing that they had their investments in stocks, I wouldn't consider that any retiree would have all their money in stocks but there have been some other comments which show a sizable amount, @kipchak's comment shows 50% stock for retirement. so a 50% shock on top of that could lead to a wipe out of 25% of your retirement fund which is honestly still pretty crazy.)
Still, if NVidia lost 50% of their market share, we would probably see a big collapse of the stock market.
EDIT: to note, the top ten companies in SP500 make up an unprecedented concentration but they're not "mostly AI".
It wasn't like, "Nvidia took a hit and everyone else was fine". It was more like, "One or two companies were fine, and ALL others took a hit"
For the people who are close/early to retirement and can't do that, well, they need to manage sequence of returns risk.
Edit: I think some ppl might interpret this as me being bullish on the SP500. I'm not, I'm bullish on everything evens out and returns to the mean.
https://workplace.vanguard.com/content/dam/inst/iig-transfor... (page 78)
If one is over concentrated its easily avoided.
The sound advice for the past decades has been, just invest in a low-cost ETF tracking the S&P instead of picking stocks to minimize risk and invest in the market broadly.
So a huge number of people have done that, believing they're diversified, while tech makes up 40% of the index.
Yes you could sell your S&P and find things to invest in least likely to be impacted by a potential bubble, but your average 9-5'er with automated contributions to their 401k is probably not sophisticated enough to do that.
And that's assuming only these companies would be affected if there was a massive draw-down in tech/AI related stocks. We haven't really seen a situation like this before, so it's not easy to predict what effects there might be in the broader economy.
Usually the financial services company will offer several options: more aggressive/high risk, or less aggressive/lower risk. Most people will just go with whatever is the default option.
So much of the American S&P 500 is dominated by handful of companies that the risk is not that easy to avoid. If or when the AI bubble pops, it's going to take down a lot of the economy with it. You can direct your retirement savings into the lowest yield/lowest risk assets offered by the firm, but you'll forego whatever growth happens in the mean time.
Will the bubble pop next week? Next month? Next year? Who knows. Timing the market is incredibly difficult.
There's a famous quote, attributed (perhaps apocryphally) to John Maynard Keynes: "The market can remain irrational longer than you can remain solvent."
Debt is senior to equity. For private credit to start taking haircuts, the equity has to have already gone to zero. At that point, this will already have been everyone's problem for some time.
Equity is a risky asset, so equity being wiped out should not be a surprise to anyone, but life insurance and pension funds failures is indeed a public problem.
I think for small to even large numbers you are correct, but given how yuge this debt amount is a broad-based default will probably cause a contagion. I will not predict how far and wide.
if say meta owes 720Bn, they wouldn't have trouble paying that back in 10 years.
this doesn't take away the fact that 'a.i' right now is a bubble.
In many other industries that would be a perfectly normal amount of debt to have. It's only unusual because we are used to tech companies having so much cash on hand they don't know where to put it
If 50 billion in revenue is from other companies debt spending… then You have a problem.
Sorry, but this doesn’t make sense. The valuations of these companies reflect their growth.
In finance there’s nothing inherently virtuous about a “debt-light business”. It’s all an allocation decision based on how you expect to grow relative the cost of that growth.
Try and reframe it: are cash-heavy businesses given a premium?
ohh, their accountants just dont know where debt goes on the balance sheet. thanks for clearing it up
This is all like CFO 101 type stuff, and not nefarious. I find it amusing that people assume the worst for things they understand little about, rather than trying to learn.
Maybe the best way I can explain it to the programming crowd is this: imagine how ridiculous it would sound if outsiders were saying that Google was on the verge of collapse because its codebase has billions of lines of code.
Agreed, there are many valid reasons to have subsidiaries of course.
The issue is rather with the fact that we are having the assumption that the threat is outside rather than inside and so systems with mechanisms to be less transparent are far more prone to this risk.
It has been academically shown that most corporate/ white paper scams aren't done from outside but rather from inside the company itself through genuine structures and incentives which go wild. (Something shockingly visible in AI space), Enron's example also comes to my mind.
The best way I can explain it to the programming crowd is this: Imagine how ridiculous it would sound if you are ranked with how many lines of code you ship and how much token you would spend and so we end up with tokenmaxxing and hearing stories about people literally burning tokens in innovative ways because they want to get on top of a leaderboard. Oh wait, it is already happening or has happened.
Generally speaking, It is preferable to be transparent with debt and other things rather than not especially so for long term because sooner rather than later you might get caught. Obviously if there is some stuff which prefers from ringfencing risk then sure.
Also as I spoke of Enron, but the exact structure was used by Enron as well as @fzeroracer discusses in their comment[0] so it might be a genuine question.
[0]: https://news.ycombinator.com/item?id=49023596
In other words, they are intentionally deceiving investors and hiding the risk from them. That does not sound like CFO 101, it sounds like fraud. But if grift is your business, I guess those are as valid reasons as any.
They aren't hiding it though. The contracts are recorded in regular filings.
https://asia.nikkei.com/business/technology/five-us-tech-gia...
"Companies disclose such future debt not in their balance sheets, but in annotations to their quarterly financial statements. This is a legitimate practice under accounting rules, but may make it difficult for retail investors to recognize risks."
"Today's AI industry is partly supported by demand generated by circular investment. Nvidia and tech giants invest in data center operators and AI companies, with that money then turning into GPU and cloud usage fees. Actual demand is difficult to see, increasing the likelihood of over investment in data centers."
In the run-up to 2008 a big factor in the bubble forming was that poor quality loans were packaged in a way to hide the risk in those investments. I'm not expert enough in finance to know if it's the case now, but we do know that clever accounting to hide debt can lead to the incorrect valuation of assets, potentially leading to financial ruin.
An analogy that comes to mind is when companies used to book future sales in the present. They got in trouble for this and is now forbidden. I recall reading that one deal had terms that transferred assets if certain conditions were not met. If terms-based debt should be booked now, then terms-based assets should as well. This stuff makes my head hurt.
Either way, as long as it's not hidden (and it's not for the public companies), then it's fine.
Couldn't you characterize Enron that way? The liabilities are there, you "just" have to look at Raptor II or whatever!
And even if you look at the debt, even companies like meta make 200 billion revenue in 2025 alone.
Isn't it good that these companies with these massive massive deep pockets invest?
And yet... the companies do this because it works. If they held this debt on balance sheet, the sensible assumption is that their stock values would take a rather substantial hit, and they could face other sorts of scrutiny. It works like pull-in sales works. It works like channel stuffing works. It works even when everybody knows that's what's happening. It works even when everybody knows that everybody knows that's what's happening.
There's something broken here. In an era where AIs move millions upon millions of dollars around because of some blip of a headline somewhere and every AI improvement of any kind is immediately scrutinized for its ability to be used by the financial system, it is completely incredible that the system doesn't know and react to these things. I'm not sure what's broken. My first best guess would be the increasingly mindless investment via index funds in pensions and the slow-but-ever-increasing ability of financial engineering to abuse that mindless investment, but I call that a "guess" for a reason. Possibly there's still a lot of really stupid AIs hooked up to the stock market that just look at the most basic of numbers and are easily fooled by this? But who is running such a precise combination of "huge" and "stupid" on the market? I dunno. Something's weird here.
Why?
"Because it isn't; okay?!"
oh ok.
> Companies disclose such future debt not in their balance sheets, but in annotations to their quarterly financial statements. This is a legitimate practice under accounting rules, but may make it difficult for retail investors to recognize risks.
Does that justify a "tries to hide" headline?
This is also one of those cases where the headline is free but the details are behind a paywall.
I do think the story itself is notable, but I expect the discussion is going to lack some nuance.
Meta, Google, Amazon, .. they can take the hit and go on.
Long term, I think the best thing the economy could do is to make training on model outputs fair-use, as suggested by Ben Thompson[1]. Short of that, the companies should enter into distillation agreements with other US labs to let them make near-Fable models.
As it stands now, the companies want to hold all the upside. While also being culturally so safety focused - "only we have the right to regulate this" that its IMO counterproductive to US leadership in AI.
A different universe where X.ai, Meta, and everyone were also building Fable competitive open weights models - because they can distill - would probably be better for the US long term. But there's too much capital on the line right now behind OpenAI / Anthropic for them to do this.
They're really in a bind IMO.
1 - http://stratechery.com/2026/whos-afraid-of-chinese-models/
AI outputs have been ruled as not even copyrightable, isn't that even better than fair use?
It's a huge gamble.
The plan is to have LLM working completely autonomously, in that case, the more resources you have, the better. Perhaps people will use local LLM to ask questions, or coders use them for their personal projects, but that's not where the real money is.
Very much unlike with software. Where the goal for long while is to burn as many resources as possible on end user devices.
Your real personal agent which knows you and helps you like "good morning elmer2, your calendar invite for dinner is today, you will need to leave at 18:18 if you want to use your normal public transport route per train. I put an alarm in your phone for you"
Agents to agents
Agentic teams.
Finetuned models for everything like Java/spanish coding model.
Very long term research like multiply hours or days or weeks and plenty of these in parallel.
What they can't do is the rug pull of pricing like Fable did, hoping for profitability while playing the "it's so super smart" card. It's very profitable, but customer will be very happy to leave for cheaper pasture and that's why the recent news about this or that cheaper chinese models make headlines.
Essentially, the rush now is "if I make it a boring profitable company I'm not worth a trillion AND i'm overshadowed that plays the singularity card even if they're bullshitting"
I'm not saying I see them going that way or that I would, but at least THAT would possibly work.
A Bear Sterns moment would be more solid. Oracle might ge the first to collapse if things go south, so we might be fine until then(?).
If they continue investing in compute, memory, memory bandwidth, network infrastructure, etc. it makes a relevant contribution of progress in all of these fields which I will leverage.
A small form factor PC with 100gb fast memory and being able to run something like sonnet or opus level LLM would be massive.
I have so many things i want to do and still sitting it out due to cost.
I don't see how this will benefit the consumer, but I might be missing some second order effect?
I want to hope that this money will lead to more capacity, more R&D and lower prices in the long term again.
Nvidia would have changed its GPU strategy a long time ago if the demand wouldn't be real. They still can afford the GPU prices. But memory is not a monopoly.
For memory though i do assume a lot more people and companies want a massive amount more memory than ever before. I have 64gb in my pc for a few years now, i was quite happy with that. It became a no brainer. But today? Hey give me 100, 300 and even more. I really want to run bigger LLM models locally.
all three major remaining players in the mem sector have already tried in the past to collude for memory price fixing.
this is the first time I'm rooting for chinese chip tech to reach more or less parity.
10 years ago i watched a talk about the problem of compute vs. memory. Compute increased significantly while memory speed did not.
This gigantic investment will solve this problem.
So either this blows and we will have way too much capacity which will lead to cheap and mass amount of memory for everyone + cheap GPUs again OR AGI. So win - win.
For the moment.
There are several ways that ordinary investors and even simple pension holders could end up stuck with the downside of this.
The debt risk hidden in CDOs wasn't your debt either but if you had a pension plan, the crisis absolutely cost you money you would have earned, and in many cases pension fund values dropped by five to ten per cent within a year.
The SPV/CDO comparison being made is by no means exact, but hidden debt at this scale surprising analysts tends to cause problems. If more institutions are severely exposed than anyone thought, it is bad.
Especially since any success strategy is predicated on literally unbelievably rosy predictions.
Your view seems very myopic.
AFAIK they have heavily relaxed the rules for IPO. Pension funds are practically forced to buy from the top-100 companies, and these companies risk crashing much more than the others.
SpaceX value is already lower than at launch. If this costs are externalized to the common public, this will be your debt.
All these companies are too big to fail, in an environment where you can buy pardons and laws.
Hell, a 3T$ crash will have global repercussion and probably partially crash many other countries, too.
I don't know how specifically significant SpaceX being lower than at launch is, because actually most IPOs underperform the market and their own targets for the first three to five years. What is happening to it is not that unusual; its overvaluation is.
I do think there is a major risk here, and ordinary investors and pension holders will be hurt.
I am not sure any individual AI company is too big to fail, though probably one of the big two will be rescued, most likely Anthropic. I think OpenAI will fail, and it'll be stripped for parts. As will Oracle, who are overexposed to it.
How much real impact is this really though?
But minimal real impact
https://asia.nikkei.com/business/technology/five-us-tech-gia...
Simply choosing not to get involved might be most reasonable action.
If there is really only a few dozen people doing the buying and the selling at the top on a weighted basis, then the prices are whatever they convince themselves of.
bailout incoming
will make subprime crash seem like child's play
sure you won't be able to ever afford a home but we'll have tons of cheap super-hardware barely used