Claims that can’t be checked, page 5 of 37
Claims by Gary Marcus and Ed Zitron. Deadlines are judged as of 2026-10-29.
Claims that can’t be checked (3643)
Public evidence cannot settle these claims, so they are recorded and attributed, not scored. Most were screened out: both AI providers read the claim on its own and found it a value judgment, rhetoric, hedged, too vague to test, or about something no public evidence could show. The rest were found to be recommendations or too open to test in a full review.
Page 5 of 37: claims 401 to 500 of 3643, ordered by the date first said, newest first. To find a claim by its words, use search.
Assessment: Can’t be checkedSaid
Ed Zitron Recommendation or value judgment
“Their actual AI products — outside of providing compute to Anthropic and OpenAI — are mediocre also-rans that range from embarrassing to actively harmful, deeply unremarkable simulacrums of whatever OpenAI or Anthropic’s product du jour might be”
Our reading: Hyperscalers' own AI products, apart from providing compute to Anthropic and OpenAI, are mediocre also-rans ranging from embarrassing to actively harmful, deeply unremarkable imitations of whatever OpenAI or Anthropic's current product is.
No horizon
Scope: outside of providing compute to Anthropic and OpenAI
Assessment: Can’t be checkedSaid
Ed Zitron Rhetoric
“Every layer of GPU (and CPU) intensive agentic bullshit is a tacit admission that LLMs are not a tool with any of the features of “artificial intelligence” anyone has dreamed of.”
Our reading: Every layer of GPU- and CPU-intensive agentic software is a tacit admission that LLMs are not a tool with any of the features of 'artificial intelligence' anyone has dreamed of.
No horizon
Assessment: Can’t be checkedSaid
Ed Zitron Observation
“Nobody seems to want to discuss that every data center we’re describing is 2 to 3 years in the future, and the market is becoming increasingly impatient and showing signs of non-compliance with the greater AI narrative.”
Our reading: Markets are becoming increasingly impatient with the AI narrative while data centers remain 2–3 years out.
No horizon
Assessment: Can’t be checkedSaid
Ed Zitron Causal claim
“As a result, the only way that NVIDIA can continue beating and raising each earnings season is to manufacture these massive deals, all to avoid discussing the blatantly obvious truth that diverse demand does not exist.”
Our reading: The only way NVIDIA can keep beating and raising each earnings season is to manufacture massive deals, which it does to avoid discussing the obvious truth that diverse demand does not exist.
No horizon
Assessment: Can’t be checkedSaid
Ed Zitron Forecast
“Even with the cast-iron guarantee of mag7 findom NVIDIA, it’s hard to see how SB Energy pulls together what will likely be a succession of different $10 billion debt deals of the course of several years, especially given the above-discussed curdling of the AI data center debt markets.”
Our reading: Even with NVIDIA's guarantee, it is hard to see how SB Energy pulls together what will likely be a succession of $10 billion debt deals over several years, especially given the curdling AI data center debt markets.
No horizon
Qualifier: even with the guarantee of NVIDIA
Assessment: Can’t be checkedSaid
Ed Zitron Causal claim
“Because it isn’t working right now, the only reason that any of you think it’s working is because CoreWeave (which lost $740 million last quarter) and Nebius ($399 million in revenue, $8.45 billion in debt) haven’t had trouble raising debt.”
Our reading: The AI data center and GPU business is not working right now, and the only reason people think it is working is that CoreWeave and Nebius have not had trouble raising debt.
No horizon
Qualifier: right now
Assessment: Can’t be checkedSaid
Ed Zitron Causal claim
“AI, as it stands, is an exercise in kayfabe — a thing people are taking seriously because the rich and powerful are saying they have to and a media ecosystem built to celebrate them says that you need to.”
Our reading: AI, as it stands, is kayfabe: people take it seriously because the rich and powerful say they have to and a media ecosystem built to celebrate them says they need to.
No horizon
Qualifier: as it stands
Assessment: Can’t be checkedSaid
Ed Zitron Observation
“None of the hyperscalers have created a single new product line or service that actually matters, nor do they have any unique IP or technology that could turn into one.”
Our reading: None of the hyperscalers has created a single new product line or service that actually matters, nor do they have any unique IP or technology that could turn into one.
No horizon
Assessment: Can’t be checkedSaid
Ed Zitron Causal claim
“This is all a very, very bad sign for the AI industry at large. If there were real, diverse, meaningful and consistent long-term demand for generative AI or NVIDIA GPUs, NVIDIA wouldn’t have to create the world’s first circular financing within a circular financing”
Our reading: NVIDIA's circular-financing-within-circular-financing is a very bad sign for the AI industry, because if there were real, diverse, meaningful and consistent long-term demand for generative AI or NVIDIA GPUs, NVIDIA would not have to create it.
No horizon
Assessment: Can’t be checkedSaid
Ed Zitron Causal claim
“NVIDIA’s revenues are, for the most part, propped up by FOMO rather than any real relationship to revenues, productivity, or reality, much like the rest of the semiconductor companies profiting off of AI.”
Our reading: NVIDIA's revenues are mostly driven by FOMO rather than real productivity or revenue gains.
No horizon
Assessment: Can’t be checkedSaid
Ed Zitron Forecast
“And I fear everything will end in tears, all because those with the responsibility to tell the truth or stand in the way of grifters both opened the doors and sung their praises, attacking and othering skeptics who wanted to avoid what I fear is now an inevitably painful future.”
Our reading: He fears everything will end in tears and that an inevitably painful future now lies ahead, because those responsible for telling the truth or stopping grifters instead opened the doors, sang their praises and attacked skeptics.
No horizon
Qualifier: I fear
Assessment: Can’t be checkedSaid
Ed Zitron Conditional forecast
“It’s also unlikely to change with another trillion dollars’ worth of capital expenditures.”
Our reading: Another trillion dollars of capex is unlikely to make AI demonstrably pay off for hyperscalers.
No horizon
Only if: with another trillion dollars of capex
Assessment: Can’t be checkedSaid
Gary Marcus Recommendation or value judgment
“The whole thing never made sense though.”
Our reading: The $300 billion Oracle-OpenAI deal announced on September 10, 2025 never made sense.
No horizon
Assessment: Can’t be checkedSaid
Gary Marcus Recommendation or value judgment
“And then there’s all the off-balance-sheet financing that is coming to light. And the sudden need for so-called “creative financing”. If that’s not a warning sign, I don’t know what is.”
Our reading: The off-balance-sheet financing coming to light and the sudden need for so-called 'creative financing' in the GenAI boom are a warning sign.
No horizon
Assessment: Can’t be checkedSaid
Gary Marcus Forecast
“That may no longer be enough.”
Our reading: Hope and circular financing may no longer be enough to sustain the generative AI boom.
No horizon
Assessment: Can’t be checkedSaid
Gary Marcus Recommendation or value judgment
“I think the US should at least consider pivoting and trying to work with China towards AI for global good, rather than creating a new cold war”
Our reading: The US should at least consider pivoting toward working with China on AI for global good instead of starting a new AI cold war.
No horizon
Qualifier: at least consider
Source: An open letter to David Sacks
Assessment: Can’t be checkedSaid
Gary Marcus Conditional forecast
“a new cold war that is likely to an end in uncomfortable way for all, with no clear winners”
Our reading: If the US starts a new AI cold war with China, it will probably end uncomfortably for everyone, with no clear winners.
No horizon
Only if: if the US creates a new cold war with China over AI
Source: An open letter to David Sacks
Assessment: Can’t be checkedSaid
Gary Marcus Observation
“Nobody really knows what havoc these systems are going to cause, and nobody has a clear plan for how to mitigate all the risks and yet we are rushing ahead spending trillions of dollars and risking economic collapse to build them as fast as possible.”
Our reading: Nobody really knows what havoc these systems are going to cause, nobody has a clear plan for how to mitigate all the risks, and yet we are rushing ahead spending trillions of dollars and risking economic collapse to build them as fast as possible.
No horizon
Scope: a clear plan to mitigate all the risks
Assessment: Can’t be checkedSaid
Gary Marcus Recommendation or value judgment
“But it’s still disconcerting that the OpenAI systems were able to do this.”
Our reading: It is still disconcerting that OpenAI's systems were able to hack into HuggingFace.
No horizon
Qualifier: during a benchmark evaluation
Assessment: Can’t be checkedSaid
Gary Marcus Recommendation or value judgment
“Bottom line: OpenAI’s zero-day exploit hack of HuggingFace *should* be a wake up call.”
Our reading: OpenAI's zero-day hack of HuggingFace should be treated as a wake-up call.
No horizon
Assessment: Can’t be checkedSaid
Gary Marcus Observation
“There are probably implications for open weight/open source models, but those implications are complex and not yet entirely clear.”
Our reading: The incident probably has implications for open-weight models, but they are complex and not yet clear.
No horizon
Assessment: Can’t be checkedSaid
Gary Marcus Causal claim
“Spending trillions on data centers which risk blowing up the economy is only adding fuel to the fire.”
Our reading: Spending trillions on data centers, which risk blowing up the economy, is only adding fuel to the fire.
No horizon
Assessment: Can’t be checkedSaid
Gary Marcus Observation
“On the less comforting side, OpenAI’s “production classifiers” are likely to be permeable, just like all guardrails anybody has built to date.”
Our reading: OpenAI's production classifiers are likely to be permeable, just like all guardrails anybody has built to date.
No horizon
Qualifier: just like all guardrails built to date
Assessment: Can’t be checkedSaid
Gary Marcus Conditional forecast
“Short of that, we are in for a very rough ride.”
Our reading: If AI companies are not held liable for harms, we are in for a very rough ride.
No horizon
Only if: companies not held liable for harms
Assessment: Can’t be checkedSaid
Gary Marcus Rhetoric
“And we all know how much OpenAI (and for that matter Anthropic) love playing the doom card.”
Our reading: OpenAI, and for that matter Anthropic, love playing the doom card.
No horizon
Assessment: Can’t be checkedSaid
Gary Marcus Recommendation or value judgment
“We should either (a) slow down, or (b) pause until we get our security/AI safety act together.”
Our reading: AI development should slow down or pause until security and AI safety are under control.
No horizon
Qualifier: until security/AI safety is in order
Assessment: Can’t be checkedSaid
Gary Marcus Conditional forecast
“In my opinion, the only way that the industry might actually slow down, though, is if we clearly and unambiguously hold the companies liable for the harms that they cause.”
Our reading: The AI industry might slow down only if companies are clearly held liable for the harms they cause.
No horizon
Only if: companies clearly held liable for harms
Assessment: Can’t be checkedSaid
Ed Zitron Recommendation or value judgment
“In a sane world, Coreweave should not have been able to borrow as much as it did — and the same applies to the countless other debt-laden neoclouds that are, for the most part, cookie-cutter versions of Coreweave.”
Our reading: CoreWeave and similar neoclouds should not have been able to borrow as much as they did.
No horizon
Source: The Subprime Data Center Crisis
Assessment: Can’t be checkedSaid
Ed Zitron Observation
“I realize that the comparison between an AI data center and a CDO might seem a little ridiculous, but they’re actually remarkably similar.”
Our reading: AI data center financing structures are remarkably similar to CDOs.
No horizon
Source: The Subprime Data Center Crisis
Assessment: Can’t be checkedSaid
Ed Zitron Conditional forecast
“While subprime mortgage defaults were a kind of slow, ugly boil, it’s much more likely that the collapse of the subprime data center bubble will happen in fits and starts as capacity comes online and, assuming Anthropic and OpenAI don’t swoop in, goes unused.”
Our reading: It is much more likely that the subprime data center bubble will collapse in fits and starts, rather than as a slow boil like subprime mortgage defaults, as capacity comes online and goes unused, assuming Anthropic and OpenAI don't swoop in.
No horizon
Only if: assuming Anthropic and OpenAI don't swoop in
Source: The Subprime Data Center Crisis
Assessment: Can’t be checkedSaid
Ed Zitron Rhetoric
“Financial institutions have built entire models based on logic that borders on childish.”
Our reading: Financial institutions have built entire models of AI data center investment safety on logic that borders on childish.
No horizon
Source: The Subprime Data Center Crisis
Assessment: Can’t be checkedSaid
Ed Zitron Observation
“I want to be very blunt about something: we do not, at this point, have a firm hand on exactly how much demand there is for AI compute, and evidence suggests that it’s much, much smaller than we’ve been led to believe.”
Our reading: Evidence suggests demand for AI compute is much smaller than the public has been led to believe.
No horizon
Source: The Subprime Data Center Crisis
Assessment: Can’t be checkedSaid
Ed Zitron Causal claim
“The AI bubble is, like the great financial crisis, a product of information asymmetry — companies intentionally obfuscating how much revenue they have, how much data center capacity they have, how much revenue that capacity generates, how much demand they have for their services, and how many real dollars actually flow from the AI industry outside of investments in semiconductors.”
Our reading: The AI bubble results from information asymmetry created by companies deliberately obscuring revenue, capacity, and demand.
No horizon
Source: The Subprime Data Center Crisis
Assessment: Can’t be checkedSaid
Ed Zitron Forecast
“And I’m not sure that people are taking me seriously when I say that AI compute demand does not exist at the scale that it needs to, will likely never reach that scale, and data center construction is a debt-funded asset bubble with ruinous consequences.”
Our reading: AI compute demand will likely never reach the scale needed to justify the data center buildout.
No horizon
Source: The Subprime Data Center Crisis
Assessment: Can’t be checkedSaid
Ed Zitron Observation
“That being said, the number is likely much higher.”
Our reading: Outstanding AI data center debt is likely much higher than Bloomberg's $500 billion estimate.
No horizon
Source: The Subprime Data Center Crisis
Assessment: Can’t be checkedSaid
Gary Marcus Conditional forecast
“This would also likely crush US startups.”
Our reading: A regulatory moat protecting OpenAI and Anthropic would likely crush US startups.
No horizon
Only if: if the US builds a regulatory moat to protect American AI companies
Assessment: Can’t be checkedSaid
Gary Marcus Recommendation or value judgment
“We should never have gone all-in on GenAI, which never seemed to offer much in the way of a technical moat, in the first place.”
Our reading: The US should never have gone all-in on GenAI in the first place, since GenAI never seemed to offer much in the way of a technical moat.
No horizon
Qualifier: never seemed to offer much
Assessment: Can’t be checkedSaid
Gary Marcus Recommendation or value judgment
“I still think putting AI in the public domain, with an international effort towards medicine and science, would be a good idea.”
Our reading: AI should be put in the public domain through an international effort focused on medicine and science.
No horizon
Assessment: Can’t be checkedSaid
Gary Marcus Forecast
“The US stock market dropped partly on this news Friday, and the repercussion are likely to be immense.”
Our reading: The repercussions of Moonshot.AI's announcement of Kimi K3, news that partly drove a US stock market drop on Friday, are likely to be immense.
No horizon
Qualifier: stock market dropped partly on this news
Assessment: Can’t be checkedSaid
Gary Marcus Recommendation or value judgment
“Given that Hegseth blasted Anthropic for refusing to do just this, and given the current administration’s tendency to prosecute critics and enemies on thin grounds, we should worry about government abuse.”
Our reading: If the government took over the AI labs, we should worry about it abusing their data, for example for mass surveillance.
No horizon
Qualifier: if the government buys out the AI labs
Assessment: Can’t be checkedSaid
Gary Marcus Recommendation or value judgment
“A decision to outlaw closed source AI — requiring all manufacturers to share their weights, architectures and training data with accredited scientists and research organizations — combined with a deal with China to dedicate AI to the public good – would be a great gift to humanity.”
Our reading: A decision to outlaw closed-source AI, requiring all manufacturers to share their weights, architectures and training data with accredited scientists and research organizations, combined with a deal with China to dedicate AI to the public good, would be a great gift to humanity.
No horizon
Qualifier: combined with a deal with China to dedicate AI to the public good
Assessment: Can’t be checkedSaid
Gary Marcus Recommendation or value judgment
“Bail out the big AI labs. Just no:”
Our reading: The US government should not bail out the big AI labs.
No horizon
Assessment: Can’t be checkedSaid
Gary Marcus Conditional forecast
“This may however concede a lot of the AI market to China, so it’s not ideal.”
Our reading: If the US does nothing to support its AI labs, it may concede much of the AI market to China.
No horizon
Only if: if the US does nothing to support OpenAI and Anthropic
Assessment: Can’t be checkedSaid
Gary Marcus Observation
“It also casts serious doubt on the never-too-plausible idea that America might “win” the AI race.”
Our reading: The recent Chinese model releases cast serious doubt on the idea, never very plausible, that America might 'win' the AI race.
No horizon
Qualifier: never-too-plausible
Assessment: Can’t be checkedSaid
Gary Marcus Forecast
“All this calls the business models of OpenAI and Anthropic into serious question, and may kill or greatly undermine their IPOs.”
Our reading: Competitive Chinese open-weight models call OpenAI's and Anthropic's business models into serious question and may kill or greatly undermine their IPOs.
No horizon
Qualifier: given competitive Chinese open-weight models
Assessment: Can’t be checkedSaid
Gary Marcus Recommendation or value judgment
“Well, to begin with, Congress ought to investigate.”
Our reading: Congress should investigate how the US lost its AI lead.
No horizon
Assessment: Can’t be checkedSaid
Ed Zitron Conditional forecast
“To give you some context, a chart from ComputerBase.de showed that high-bandwidth memory demand grew from 681 million gigabits of HBM in 2022 to 29.3 billion gigabits on 2026 — a 40x increase over the course of four years that suggests that once GPU-related capital expenditures stop, high-bandwidth memory demand will effectively disappear.”
Our reading: The roughly 40x growth in high-bandwidth memory demand from 2022 to 2026 suggests that once GPU-related capital expenditures stop, HBM demand will effectively disappear.
No horizon
Only if: once GPU-related capital expenditures stop
Source: The OpenAI Bubble
Assessment: Can’t be checkedSaid
Ed Zitron Conditional forecast
“And I genuinely think this will create an accountability crisis in the media.”
Our reading: OpenAI's collapse will create an accountability crisis in the media.
No horizon
Only if: once OpenAI collapses
Source: The OpenAI Bubble
Assessment: Can’t be checkedSaid
Ed Zitron Causal claim
“Remove OpenAI from the years 2020 through 2024 and the AI bubble wouldn’t have inflated at all.”
Our reading: Without OpenAI in 2020–2024 the AI bubble would not have inflated at all.
No horizon
Qualifier: counterfactual removal of OpenAI 2020-2024
Source: The OpenAI Bubble
Assessment: Can’t be checkedSaid
Ed Zitron Recommendation or value judgment
“The fact that AI has grown this large is a symptom that Silicon Valley needs to be restrained — that it can and will release dangerous, unreliable, unpredictable and unstable products at scale with little regard for the consequences”
Our reading: Silicon Valley should be restrained because it releases dangerous, unreliable AI products at scale with little regard for consequences.
No horizon
Source: The OpenAI Bubble
Assessment: Can’t be checkedSaid
Ed Zitron Conditional forecast
“Yet even if OpenAI does go public, any attempts to get a margin loan will likely be dangerous, as I bet that it will be one of the single-most shorted and volatile stocks in history”
Our reading: If OpenAI goes public, any attempt to get a margin loan against its stock will likely be dangerous, because the author bets it will be one of the most shorted and volatile stocks in history.
No horizon
Only if: if OpenAI goes public
Source: The OpenAI Bubble
Assessment: Can’t be checkedSaid
Ed Zitron Recommendation or value judgment
“Whatever the AI industry achieves by the end of this farce will pale in comparison to the massive harms it has caused and will cause as a result, and for us to avoid this happening again, we need a fundamental reimagining of how the powerful are covered”
Our reading: The AI industry's harms will outweigh its achievements, and avoiding a repeat requires a fundamental rethink of how the powerful are covered, plus accountability.
No horizon
Qualifier: to avoid a repeat
Source: The OpenAI Bubble
Assessment: Can’t be checkedSaid
Ed Zitron Conditional forecast
“If OpenAI — the company with the most money and the most infrastructure and the most attention and the most talent in AI — collapses, it will likely do so after AI data center debt and venture capital funding has been almost entirely exhausted.”
Our reading: If OpenAI collapses, it will likely be after AI data center debt and venture funding are almost entirely exhausted.
No horizon
Only if: if OpenAI collapses
Source: The OpenAI Bubble
Assessment: Can’t be checkedSaid
Ed Zitron Forecast
“In the end, Altman is unlikely to suffer, at least anywhere near as much as those he’s misled or helped mislead.”
Our reading: Sam Altman is unlikely to suffer nearly as much as the people he misled when the bubble bursts.
No horizon
Source: The OpenAI Bubble
Assessment: Can’t be checkedSaid
Ed Zitron Forecast
“Micron, Samsung, and SK Hynix had sold out their entire 2026 supply by the second week of January, and noted that they’d only be able to handle 60% of “medium-term” customer memory orders, which suggests to me that 2027 might be even worse”
Our reading: The memory shortage may be even worse in 2027 than in 2026.
No horizon
Source: The OpenAI Bubble
Assessment: Can’t be checkedSaid
Ed Zitron Causal claim
“The AI bubble is inflated based on hype and hopium rather than tangible proof or substantial revenues driven to anyone outside of the semiconductor industry, and without NVIDIA’s massive returns, I don’t think anybody would’ve taken it seriously past 2024.”
Our reading: The AI bubble is inflated by hype and hopium rather than tangible proof or substantial revenues for anyone outside the semiconductor industry, and the author doesn't think anybody would have taken it seriously past 2024 without NVIDIA's massive returns.
No horizon
Scope: outside of the semiconductor industry
Source: The OpenAI Bubble
Assessment: Can’t be checkedSaid
Ed Zitron Conditional forecast
“with the markets heavily dependent on eternal growth of the AI trade, as without NVIDIA selling more GPUs every quarter, it’s unlikely that anybody is going to be excited to invest in tech past the year 2028.”
Our reading: Without NVIDIA growing GPU sales every quarter, investors are unlikely to be excited about tech investing beyond 2028.
No horizon
Only if: without NVIDIA selling more GPUs every quarter
Source: The OpenAI Bubble
Assessment: Can’t be checkedSaid
Ed Zitron Causal claim
“but without OpenAI, the AI industry doesn’t exist, and the justification for trillions of dollars of capex evaporates.”
Our reading: Without OpenAI the AI industry would not exist and the justification for trillions of dollars of AI capex would disappear.
No horizon
Qualifier: without OpenAI
Source: The OpenAI Bubble
Assessment: Can’t be checkedSaid
Ed Zitron Conditional forecast
“Its failure would be a watershed moment — the Lehman Brothers of the AI bubble, and an event that would define the end of one epoch, the start of another, and that would shake the afflicted out of that psychosis.”
Our reading: If OpenAI fails, it would be a watershed, Lehman Brothers-style moment that ends the AI bubble's era.
No horizon
Only if: if OpenAI fails
Source: The OpenAI Bubble
Assessment: Can’t be checkedSaid
Ed Zitron Recommendation or value judgment
“These companies are some of the largest and richest enterprises in the world — they should be scrutinized!”
Our reading: The media should scrutinize the large AI companies instead of repeating their claims.
No horizon
Source: The OpenAI Bubble
Assessment: Can’t be checkedSaid
Ed Zitron Rhetoric
“Attempts to claim otherwise are tacit admissions that OpenAI is unsustainable.”
Our reading: Claiming Anthropic is fundamentally different from OpenAI implicitly concedes that OpenAI is unsustainable.
No horizon
Source: The OpenAI Bubble
Assessment: Can’t be checkedSaid
Ed Zitron Observation
“The AI trade exists only to manipulate stock prices through spurious news and smoke signals on social media”
Our reading: The AI trade exists only to manipulate stock prices through spurious news, distracting investors from fundamentals.
No horizon
Source: The OpenAI Bubble
Assessment: Can’t be checkedSaid
Ed Zitron Forecast
“It seems increasingly likely that “anybody” will be retail investors”
Our reading: Retail investors will likely be the ones who fail to exit the AI trade in time and suffer losses.
No horizon
Qualifier: when the AI trade unwinds
Source: The OpenAI Bubble
Assessment: Can’t be checkedSaid
Gary Marcus Observation
“As recently as a few months ago, getting the US to implement preflight testing seemed hopeless, given a great hostility to AI regulation that was then widespread in Washington.”
Our reading: As recently as a few months before July 2026, getting the US to implement preflight testing seemed hopeless, given great hostility to AI regulation that was then widespread in Washington.
No horizon
Qualifier: as recently as a few months ago
Source: Breaking: Demis Hassabis endorses preflight safety testing for AI
Assessment: Can’t be checkedSaid
Gary Marcus Recommendation or value judgment
“The FINRA model that he suggests is excellent, and the world will be a better place if it is implemented, with transparency and independence.”
Our reading: The FINRA model Hassabis suggests is excellent, and the world will be a better place if it is implemented with transparency and independence.
No horizon
Qualifier: if it is implemented with transparency and independence
Source: Breaking: Demis Hassabis endorses preflight safety testing for AI
Assessment: Can’t be checkedSaid
Gary Marcus Recommendation or value judgment
“it cannot be just the government and big tech companies that make these decisions, particularly because of the potential for conflict of interest in a time in which the US government is contemplating take a stake in AI companies.”
Our reading: It cannot be just the government and big tech companies that make AI preflight testing decisions, particularly because of the potential for conflict of interest while the US government is contemplating taking a stake in AI companies.
No horizon
Qualifier: particularly because of the potential for conflict of interest
Source: Breaking: Demis Hassabis endorses preflight safety testing for AI
Assessment: Can’t be checkedSaid
Ed Zitron Forecast
“That being said, SoftBank is one of the largest companies on the Japanese stock market, and one of its largest investors is the Japanese government pension investment fund (GPIF), and thus might see some kind of bailout.”
Our reading: SoftBank might receive some kind of bailout because of its size and Japanese government pension fund ownership.
No horizon
Source: Let AI Burn
Assessment: Can’t be checkedSaid
Ed Zitron Recommendation or value judgment
“No bailouts, no handouts, no special treatment, no tax breaks, no CHIPS act, and no sovereign wealth fund.”
Our reading: The AI industry should receive no bailouts, handouts, special treatment, tax breaks, CHIPS act support, or sovereign wealth fund.
No horizon
Source: Let AI Burn
Assessment: Can’t be checkedSaid
Ed Zitron Recommendation or value judgment
“This era must end, and all failures must be allowed to fail.”
Our reading: This era, the AI bubble era, must end, and all failures must be allowed to fail.
No horizon
Scope: all failures
Source: Let AI Burn
Assessment: Can’t be checkedSaid
Ed Zitron Observation
“Every single time you hear somebody discuss “bailout” or “too big to fail” or “sovereign wealth funds,” know that this is the industry, on some level, attempting to create the air that it cannot die, when in fact every one of these companies is just as weak and brittle as any other startup.”
Our reading: Every time someone discusses a 'bailout', 'too big to fail' or 'sovereign wealth funds', it is the AI industry, on some level, trying to create the impression that it cannot die, when in fact every one of these companies is just as weak and brittle as any other startup.
No horizon
Scope: every time such terms are discussed
Source: Let AI Burn
Assessment: Can’t be checkedSaid
Ed Zitron Recommendation or value judgment
“When the time comes, the AI industry must burn. It must be allowed to die.”
Our reading: When the bubble bursts, the AI industry must be allowed to collapse without rescue.
No horizon
Qualifier: when the time comes
Source: Let AI Burn
Assessment: Can’t be checkedSaid
Ed Zitron Observation
“An AI startup bubble, where the vast majority of AI startups are both over-valued and have no foreseeable path to acquisition or a public offering.”
Our reading: The vast majority of AI startups are both over-valued and have no foreseeable path to acquisition or a public offering.
No horizon
Scope: vast majority
Source: Let AI Burn
Assessment: Can’t be checkedSaid
Ed Zitron Observation
“all focused on one industry that has successfully created LLMs that are more expensive and significantly less useful than human beings.”
Our reading: LLMs are more expensive and significantly less useful than human beings.
No horizon
Source: Let AI Burn
Assessment: Can’t be checkedSaid
Ed Zitron Causal claim
“While there are people that like and pay for ChatGPT or Claude, those who do so on a subscription basis are doing so because they can get $30 to $40 of compute for a dollar.”
Our reading: People who pay for ChatGPT or Claude on a subscription basis do so because they can get $30 to $40 of compute for a dollar.
No horizon
Scope: those who pay on a subscription basis
Source: Let AI Burn
Assessment: Can’t be checkedSaid
Ed Zitron Observation
“Anyway, my larger point is that there was real demand during the dot com bubble, and LLMs’ demand appears decidedly artificial outside of OpenAI and Anthropic, who cannot afford to pay without unlimited venture capital funding.”
Our reading: Unlike the dot-com era, LLM demand appears artificial outside OpenAI and Anthropic, who can't pay without unlimited VC funding.
No horizon
Qualifier: outside of OpenAI and Anthropic
Source: Let AI Burn
Assessment: Can’t be checkedSaid
Ed Zitron Observation
“the AI industry is very different to the financial industry. It is inessential to the economy, and its relevance is only as large as the hype campaign that sits behind it.”
Our reading: The AI industry, unlike the financial industry, is inessential to the economy and its relevance is only as large as its hype.
No horizon
Source: Let AI Burn
Assessment: Can’t be checkedSaid
Ed Zitron Recommendation or value judgment
“We do not need a “sovereign AI strategy,” nor do we need “a sovereign AI wealth fund,” nor do we need to “make sure America leads in AI,” at least not when we’re talking about large language models, the underlying technology of ChatGPT and Claude, two of the most over-hyped and deceptively-marketed pieces of software in history.”
Our reading: Governments do not need a sovereign AI strategy, sovereign AI wealth fund, or push for US AI leadership in LLMs.
No horizon
Qualifier: regarding large language models
Source: Let AI Burn
Assessment: Can’t be checkedSaid
Ed Zitron Rhetoric
“It’s also unclear what you’d bail out, unless the plan is to feed them capital for all eternity until they work out how to run a functional business (so, forever).”
Our reading: It is unclear what a bailout would rescue unless the plan is to feed OpenAI and Anthropic capital until they work out how to run a functional business, which he jokes would be forever.
No horizon
Source: Let AI Burn
Assessment: Can’t be checkedSaid
Ed Zitron Recommendation or value judgment
“They need you to speak in the future tense, because nothing — absolutely nothing — about what’s been created so far justifies even a fraction of its financial and infrastructural cost.”
Our reading: Nothing, absolutely nothing, about what generative AI has created so far justifies even a fraction of its financial and infrastructural cost.
No horizon
Qualifier: so far
Source: Let AI Burn
Assessment: Can’t be checkedSaid
Ed Zitron Rhetoric
“There has never been a tool or product in history sold with such hysteria and aggressive monocultural force that has ever turned out to be anything more than a grift.”
Our reading: No tool or product in history sold with such hysteria and aggressive monocultural force has ever turned out to be anything more than a grift.
No horizon
Scope: sold with such hysteria and aggressive monocultural force
Source: Let AI Burn
Assessment: Can’t be checkedSaid
Ed Zitron Recommendation or value judgment
“These companies must be forced to stand on their own two feet and die with dignity if their wretched business models can’t keep up.”
Our reading: AI companies must stand on their own and be allowed to die if their business models fail.
No horizon
Qualifier: if their business models can't keep up
Source: Let AI Burn
Assessment: Can’t be checkedSaid
Ed Zitron Recommendation or value judgment
“This industry is unworthy — a sham conjured up by a tech industry that’s run out of ideas, a trillion-dollars’ worth of manufactured consent and entirely-avoidable financial crises — and should not be protected under any circumstance.”
Our reading: The AI industry is a sham built on manufactured consent and should not be protected under any circumstance.
No horizon
Qualifier: under any circumstance
Source: Let AI Burn
Assessment: Can’t be checkedSaid
Ed Zitron Causal claim
“The only reason it has gone anywhere is because the tech industry has united around it as a means of hiding from the fact it has no next big thing, and nothing — absolutely nothing — that a LLM can do remotely justifies the investment.”
Our reading: The only reason LLMs have gone anywhere is that the tech industry united around them to hide the fact that it has no next big thing, and nothing, absolutely nothing, an LLM can do remotely justifies the investment.
No horizon
Qualifier: the only reason
Source: Let AI Burn
Assessment: Can’t be checkedSaid
Ed Zitron Rhetoric
“Considering that Mr. Altman can’t even con a bunch of bankers who were dumb enough to believe that SpaceX could 300x its AI revenue by 2030, it’s clear that the jig is up.”
Our reading: Since Altman cannot even win over bankers who believed SpaceX could grow its AI revenue 300-fold by 2030, it is clear the jig is up for OpenAI.
No horizon
Source: The AI Industry Is Losing
Assessment: Can’t be checkedSaid
Ed Zitron Recommendation or value judgment
“I refuse to buy into the premise that LLMs’ ability to generate code or replicate open source software is proof that these things will become a powerful, autonomous tool in the future”
Our reading: He refuses to accept that LLMs' ability to generate code or replicate open source software is proof that they will become powerful, autonomous tools in the future.
No horizon
Source: The AI Industry Is Losing
Assessment: Can’t be checkedSaid
Ed Zitron Observation
“They’re also tools intentionally built to produce engagement, and to make you feel you’re productive, even if you’re not.”
Our reading: LLM tools are intentionally built to produce engagement and to make users feel productive, even if they are not.
No horizon
Source: The AI Industry Is Losing
Assessment: Can’t be checkedSaid
Ed Zitron Observation
“And no, AI is not “too big to fail.””
Our reading: The AI industry is not too big to fail.
No horizon
Source: The AI Industry Is Losing
Assessment: Can’t be checkedSaid
Ed Zitron Recommendation or value judgment
“The current capital expenditures have, outside of the creation of OpenAI and Anthropic, been a near-complete waste. Microsoft 365 Copilot sucks. GitHub Copilot sucks. Google AI Overviews suck.”
Our reading: Apart from creating OpenAI and Anthropic, current AI capex has been a near-complete waste, and Microsoft 365 Copilot, GitHub Copilot and Google AI Overviews suck.
No horizon
Qualifier: outside of the creation of OpenAI and Anthropic
Source: The AI Industry Is Losing
Assessment: Can’t be checkedSaid
Ed Zitron Conditional forecast
“Even if GLM 5.2 is truly nearly as good as Opus 4.8, it did so by copying its outputs, which means that these models will likely only get as good as long as the foundation model companies keep training, which will only be possible if they can keep raising funding, which will become difficult if open source models eat their lunch in any meaningful way.”
Our reading: Distilled open models like GLM 5.2 will likely improve only while frontier labs keep training, which depends on fundraising that open-source competition would undermine.
No horizon
Only if: if open source models meaningfully eat frontier labs' lunch, fundraising becomes difficult
Source: The AI Industry Is Losing
Assessment: Can’t be checkedSaid
Ed Zitron Recommendation or value judgment
“There is simply no logical or rational reason to invest any further capex in AI, outside of the mistaken belief that OpenAI or Anthropic could actually afford to pay without Google, Amazon, or Microsoft handing it to them.”
Our reading: There is no rational reason for further AI capex, since OpenAI and Anthropic can't pay without hyperscaler money.
No horizon
Source: The AI Industry Is Losing
Assessment: Can’t be checkedSaid
Ed Zitron Observation
“about the “cost of intelligence going down” (when it’s actually going up)”
Our reading: The cost of AI 'intelligence' is going up, not down.
No horizon
Source: The AI Industry Is Losing
Assessment: Can’t be checkedSaid
Ed Zitron Recommendation or value judgment
“This report is industry marketing framed as research, but uses deliberately positive framing and questionable data sources.”
Our reading: Exponential View's AI revenue report is industry marketing framed as research that uses deliberately positive framing and questionable data sources.
No horizon
Source: The AI Industry Is Losing
Assessment: Can’t be checkedSaid
Ed Zitron Causal claim
“Instead, Exponential View says that AI is “real, big & fast” through a Pee Wee’s Playhouse of undefined models, datasets and alleged “quality grades” that helps feed a dangerous bubble further, and likely cons retail investors into further terrible decisions.”
Our reading: Exponential View's report feeds a dangerous AI bubble and likely misleads retail investors.
No horizon
Source: The AI Industry Is Losing
Assessment: Can’t be checkedSaid
Ed Zitron Observation
“The people who make these agents fantasize about replacing you with them, and want to use your data to do so. They are lying that it is possible, but they want you to be scared so you will use their products more.”
Our reading: The makers of AI agents fantasize about replacing workers with them and want to use workers' data to do so; they are lying that this is possible, and they want workers scared so they will use their products more.
No horizon
Source: The AI Industry Is Losing
Assessment: Can’t be checkedSaid
Ed Zitron Observation
“meaning that, at least in that quarter, OpenAI likely represented around 70% of Microsoft’s AI revenue, and I’d be surprised if that dramatically changed in the year that followed, given that OpenAI’s inference spend was $3.648 billion in Q1FY26.”
Our reading: At least in Q3FY25, OpenAI likely represented around 70% of Microsoft's AI revenue, and he would be surprised if that changed dramatically in the following year.
No horizon
Scope: at least in Q3FY25
Source: The AI Industry Is Losing
Assessment: Can’t be checkedSaid
Ed Zitron Recommendation or value judgment
“Any “autonomous” tool that requires specific prompting, harnesses, scripts and tooling to make it sometimes work autonomously is conning you.”
Our reading: Any 'autonomous' tool that needs specific prompting, harnesses, scripts and tooling to sometimes work autonomously is conning its users.
No horizon
Source: The AI Industry Is Losing
Assessment: Can’t be checkedSaid
Ed Zitron Recommendation or value judgment
“Amazon Rufus sucks, and Amazon should be investigated by the SEC for suggesting it drove $10 billion in “annualized revenue” in Q3 2025, because it most assuredly did not.”
Our reading: The SEC should investigate Amazon for claiming Rufus drove $10B annualized revenue in Q3 2025, which it did not.
No horizon
Source: The AI Industry Is Losing
Assessment: Can’t be checkedSaid
Gary Marcus Observation
“The ultimate culmination of the “no moat => more competitors => price wars => profits are scarce” argument that I have been making here regularly since the summer of 2023, has arrived — and may wreck the U.S. AI industry:”
Our reading: The culmination of Marcus's 'no moat => more competitors => price wars => profits are scarce' argument, which he has made regularly since summer 2023, has arrived, and it may wreck the U.S. AI industry.
No horizon
Qualifier: may wreck the U.S. AI industry
Source: China catches up
Assessment: Can’t be checkedSaid
Gary Marcus Forecast
“has arrived — and may wreck the U.S. AI industry:”
Our reading: Price wars from low-cost competitors may wreck the U.S. AI industry.
No horizon
Source: China catches up
Assessment: Can’t be checkedSaid
Gary Marcus Forecast
“It is hard to see how Anthropic and OpenAI are going to pull off trillion-dollar IPOs in light of this news, especially given the newfound industry-wide price sensitivity in token budgets.”
Our reading: Anthropic and OpenAI are unlikely to achieve trillion-dollar IPOs given price wars and industry-wide token price sensitivity.
No horizon
Qualifier: given industry-wide price sensitivity in token budgets
Source: China catches up