ClaimsPeople

Gary Marcus

Gary Marcus is an author and AI entrepreneur and professor emeritus at NYU; he has written six books, including Rebooting AI and Taming Silicon Valley, founded Geometric Intelligence (bought by Uber), testified at the May 2023 US Senate AI hearing, and writes a newsletter with over 121,000 subscribers.

712 claims collected, 213 researched, 103 resolved. Report of 4 November 2026, method 0.1.0+c876030c.

Scores by kind of claim

Each kind of claim is scored on its own, out of 100: the share that held up, with the range it likely falls in. Fewer resolved claims give a wider range.

  • Factual claims

    Statements about the present or the past, checked against the record: did they hold up?

    79 72 85

    High confidence, 64 factual claims resolved. From 18 documents, 2019 to 2026; 19 documents sampled from 37 candidates found.

    Not scored: 32 unresolvable, 4 checkable only against their own records.

  • Predictions

    Statements about events outside the person's control, checked once they fell due: did they come true?

    80 72 88

    Medium confidence, 38 predictions resolved. From 7 documents, 2019 to 2025; 19 documents sampled from 37 candidates found.

    Not scored: 60 unresolvable. 13 more fall due later.

    Does not yet allow for how likely each prediction was when made.

  • Promises

    Commitments to the person's or organisation's own future action, with something to deliver: was it delivered?

    Insufficient record: 1 promise resolved, 5 needed for a score.

    Not scored: 1 unresolvable.

All types combined: 79 (likely 74 to 84, high confidence), from 102 claims: 64 factual claims, 38 predictions. It mixes kinds of claim in different proportions for different people, so compare people kind by kind.

Gary Marcus's claims

111 claims, sorted by newest said. Choose a claim to read it in full.
VerdictKindSaidClaimTopic
Unresolvable Prediction 25 Sep 2026 If the OpenAI situation gets worse, Trump will own the mess. Prediction · 25 Sep 2026 AI policy and governance
Unresolvable Prediction 25 Sep 2026 If Jensen Huang keeps sticking to his line despite overwhelming evidence to the contrary, his reputation will rapidly diminish. Prediction · 25 Sep 2026 Philosophy, ethics and society
Unresolvable Prediction 2 Jun 2026 AI companies will overpay for their investments relative to the modest profits they will make in an intensely competitive market. Prediction · 2 Jun 2026 Economics and markets
Unresolvable Prediction 2 Jun 2026 Retail investors and retirement funds are likely to be taken advantage of in all of this, which he said might fall apart because the economics don't make sense. Prediction · 2 Jun 2026 Economics and markets
Unresolvable Prediction 2 Jun 2026 With no clear winners in AI, nobody can charge monopoly prices and there will be price wars and commodity pricing. Prediction · 2 Jun 2026 Economics and markets
Unresolvable Prediction 2 Jun 2026 Retail investors and retirement funds will be taken advantage of in the same way with Anthropic and OpenAI. Prediction · 2 Jun 2026 Economics and markets
Unresolvable Prediction 2 Jun 2026 No AI company will take 90% of the AI market if there is no moat. Prediction · 2 Jun 2026 Economics and markets
Not yet due Prediction Jan 2026 In 2026 humanoid domestic robots like Tesla's Optimus and Figure will be mostly demos with very little actual product. Prediction · Jan 2026 AI capabilities
Unresolvable Prediction Jan 2026 Although valuations may rise before falling, the September Oracle craze and subsequent events will in hindsight be seen as the beginning of the end of the AI bubble. Prediction · Jan 2026 Economics and markets
Not yet due Prediction Jan 2026 Gary Marcus does not expect his 2026 predictions to be as on target as his 2025 predictions were. Prediction · Jan 2026 Their own work or organisation
Not yet due Prediction Jan 2026 No country will take a decisive lead in the generative AI race in 2026. Prediction · Jan 2026 AI policy and governance
Unresolvable Prediction Jan 2026 2025 will be remembered as the year of the peak AI bubble and the moment Wall Street began losing confidence in generative AI. Prediction · Jan 2026 Economics and markets
Unresolvable Prediction Jan 2026 Trump may eventually distance himself from AI because of the backlash. Prediction · Jan 2026 AI policy and governance
Not yet due Prediction Jan 2026 Work on new approaches such as world models and neurosymbolic AI will escalate in 2026. Prediction · Jan 2026 AI capabilities
Not yet due Prediction Jan 2026 Artificial general intelligence will not be achieved in 2026 (or 2027). Prediction · Jan 2026 AI timelines and forecasting
Not yet due Prediction Jan 2026 In the 2026 US midterm elections, AI will be an election issue for the first time. Prediction · Jan 2026 AI policy and governance
Not yet due Prediction Jan 2026 Backlash to generative AI and radical deregulation will escalate in 2026. Prediction · Jan 2026 AI policy and governance
Unresolvable Prediction 27 Jul 2025 Examples of concealed bias in GPT-5 will be discovered within days or months of release. Prediction · 27 Jul 2025 AI safety and alignment
Resolved true Prediction 27 Jul 2025 OpenAI will release GPT-5 imminently. Prediction · 27 Jul 2025 AI capabilities
Resolved true Prediction 27 Jul 2025 GPT-5 will still make a significant number of obvious errors that are hard to predict. Prediction · 27 Jul 2025 AI capabilities
Unresolvable Prediction 27 Jul 2025 GPT-5 will not have reliable models of what it talks about that external programmers can access to feed downstream processes. Prediction · 27 Jul 2025 AI capabilities
Resolved true Prediction 27 Jul 2025 If the model being discussed has guardrails like ChatGPT's, they will teeter between being too weak (beaten by jailbreaks) and too strong (rejecting some perfectly reasonable requests). Prediction · 27 Jul 2025 AI safety and alignment
Unresolvable Prediction 27 Jul 2025 In hindsight, LLMs like GPT-5 may be seen as only part of the eventual solution to AGI. Prediction · 27 Jul 2025 AI timelines and forecasting
Mostly true Prediction 27 Jul 2025 Some of GPT-5's advice will be very bad. Prediction · 27 Jul 2025 AI capabilities
Unresolvable Prediction 27 Jul 2025 Trustworthy, general AI, when it comes, will come from more structured systems with more built-in knowledge and at least some degree of explicit tools for reasoning and planning, as well as explicit knowledge, which GPT-type systems lack. Prediction · 27 Jul 2025 AI capabilities
Resolved true Prediction 27 Jul 2025 GPT-5 by itself will not be a general-purpose AGI capable of arbitrary tasks. Prediction · 27 Jul 2025 AI timelines and forecasting
Not yet due Prediction 27 Jul 2025 Retrospectives written in 2043 will conclude there was an initial overemphasis on LLMs and a shift back to more structured systems. Prediction · 27 Jul 2025 AI timelines and forecasting
Unresolvable Prediction 27 Jul 2025 Scaling alone will prove useful only to a point. Prediction · 27 Jul 2025 AI timelines and forecasting
Unresolvable Prediction 27 Jul 2025 Developers building virtual assistants and agents on GPT-5 will find they cannot map user language onto user intentions reliably enough. Prediction · 27 Jul 2025 AI capabilities
Mostly true Prediction 27 Jul 2025 GPT-5 will be considerably better than GPT-4. Prediction · 27 Jul 2025 AI capabilities
Unresolvable Prediction 27 Jul 2025 Without external aids, GPT-5 won't beat Meta's Cicero at Diplomacy or drive a car reliably. Prediction · 27 Jul 2025 AI capabilities
Unresolvable Prediction 1 Jan 2025 OpenAI will continue in 2025 to preview products months or years before they are solid and widely available at an accessible price. Prediction · 1 Jan 2025 AI capabilities
Resolved true Prediction 1 Jan 2025 AI Safety Institutes will offer guidance in 2025 but have little legal authority to stop truly dangerous models. Prediction · 1 Jan 2025 AI policy and governance
Unresolvable Prediction 1 Jan 2025 No 'GPT-5 level' model, a huge across-the-board leap by community consensus, may appear throughout 2025. Prediction · 1 Jan 2025 AI timelines and forecasting
Resolved true Prediction 1 Jan 2025 Profits from AI models will remain modest or nonexistent in 2025. Prediction · 1 Jan 2025 Economics and markets
Resolved true Prediction 1 Jan 2025 Lack of reliability will continue to afflict generative AI in 2025. Prediction · 1 Jan 2025 AI capabilities
Resolved true Prediction 1 Jan 2025 Artificial general intelligence will not be achieved in 2025. Prediction · 1 Jan 2025 AI timelines and forecasting
Resolved true Prediction 1 Jan 2025 Hallucinations will continue to afflict generative AI in 2025. Prediction · 1 Jan 2025 AI capabilities
Resolved true Prediction 1 Jan 2025 Less than 10% of the workforce will be replaced by AI in 2025, probably less than 5%. Prediction · 1 Jan 2025 AI, the economy and work
Unresolvable Prediction 1 Jan 2025 Copyright lawsuits over generative AI will continue throughout 2025. Prediction · 1 Jan 2025 AI policy and governance
Unresolvable Prediction 1 Jan 2025 Valuations of major AI companies may start to fall in 2025. Prediction · 1 Jan 2025 Economics and markets
Resolved true Prediction 1 Jan 2025 The US will continue to have very little regulation protecting consumers from generative AI risks in 2025. Prediction · 1 Jan 2025 AI policy and governance
Mostly true Prediction 1 Jan 2025 A large-scale cyberattack in which generative AI plays an important causal role may well occur in 2025. Prediction · 1 Jan 2025 Other global risks
Resolved true Prediction 1 Jan 2025 AI agents will be heavily hyped throughout 2025 but remain far from reliable, except possibly in very narrow use cases. Prediction · 1 Jan 2025 AI capabilities
Resolved true Prediction 1 Jan 2025 AI power consumption will rise in 2025 and remain a major problem, while few generative AI companies will be transparent about their usage. Prediction · 1 Jan 2025 AI compute, hardware and data
Mostly true Prediction 1 Jan 2025 Few if any radiologists will be replaced by AI in 2025. Prediction · 1 Jan 2025 AI, the economy and work
Resolved true Prediction 1 Jan 2025 No single AI system will solve more than 4 of the AI 2027 Marcus-Brundage tasks by the end of 2025. Prediction · 1 Jan 2025 AI capabilities
Resolved true Prediction 1 Jan 2025 In 2025 humanoid robotics will see a lot of hype, but nobody will release a robot remotely as capable as Rosie the Robot. Prediction · 1 Jan 2025 AI capabilities
Mostly true Prediction 1 Jan 2025 Neurosymbolic AI will become much more prominent in 2025. Prediction · 1 Jan 2025 AI capabilities
Unresolvable Prediction 1 Jan 2025 In 2025 truly driverless cars will remain limited to a modest number of cities, mainly in the West and in good weather. Prediction · 1 Jan 2025 Technology
Mostly true Prediction 1 Jan 2025 OpenAI's Sora will continue to have trouble with physics in 2025. Prediction · 1 Jan 2025 AI capabilities
Unresolvable Prediction 1 Jan 2025 AI will presumably solve compositionality, factuality, reasoning and similar problems someday, though current techniques have thus far not been adequate. Prediction · 1 Jan 2025 AI capabilities
Unresolvable Prediction 2025 Marcus said the chance that someone, possibly the person he was speaking with or someone else, has a different architecture that works is maybe a little higher. Prediction · 2025 AI timelines and forecasting
Unresolvable Prediction 2025 There are some questions, such as the definition of life in abortion decisions, on which humans will never agree. Prediction · 2025 Philosophy, ethics and society
Unresolvable Prediction 2025 When "it" arrives, people will look back at the early 2020s and ask why so much effort went in one direction when the answer lay elsewhere. Prediction · 2025 AI timelines and forecasting
Unresolvable Prediction 2025 Marcus said he thinks the chance that "it" (the development under discussion, which the quoted passage does not name) will come out of large language models is zero. Prediction · 2025 AI timelines and forecasting
Unresolvable Prediction 2025 Even if AGI is like a million smart people working 24/7, it will not magically solve all problems or remove the need for empirical data. Prediction · 2025 AI timelines and forecasting
Unresolvable Prediction 2025 Many different AGIs will probably appear in many places once AGI is reached. Prediction · 2025 AI timelines and forecasting
Not yet due Prediction 2025 It would be improbable for all of those outstanding AI problems to be solved within five years. Prediction · 2025 AI timelines and forecasting
Unresolvable Prediction Dec 2024 With medium confidence, technical moat will continue to be elusive in 2025, with convergence on broadly similar models across the US and China and some European systems catching up to roughly the same place. Prediction · Dec 2024 Economics and markets
Unresolvable Prediction Dec 2024 Few companies and even fewer consumers will adopt OpenAI's o3 at wide scale in 2025 because of price and robustness concerns. Prediction · Dec 2024 Economics and markets
Unresolvable Prediction 9 Nov 2024 The US's focus on LLMs for AI may prove to be a massive mistake. Prediction · 9 Nov 2024 AI policy and governance
Unresolvable Prediction 9 Nov 2024 LLMs will become a commodity and price wars will keep revenue low. Prediction · 9 Nov 2024 Economics and markets
Unresolvable Prediction 9 Nov 2024 LLMs will not disappear, but their economics will likely never make sense because training costs rise with scaling. Prediction · 9 Nov 2024 AI, the economy and work
Unresolvable Prediction 9 Nov 2024 Given chip costs, profits from LLMs will be elusive. Prediction · 9 Nov 2024 Economics and markets
Unresolvable Prediction 9 Nov 2024 The AI financial bubble may burst quickly once people realize the situation, and Nvidia's valuation may take a hit. Prediction · 9 Nov 2024 Economics and markets
Unresolvable Prediction Apr 2024 Reliable, trustworthy AI is achievable, but may require going back to the drawing board. Prediction · Apr 2024 AI safety and alignment
Unresolvable Prediction Apr 2024 If GenAI enthusiasm dwindles and valuations plummet, AI and LLMs will not disappear and will remain tools for statistical approximation. Prediction · Apr 2024 Economics and markets
Unresolvable Prediction Apr 2024 LLMs' place may be smaller, and LLMs on their own may never live up to the 2023 expectations. Prediction · Apr 2024 AI timelines and forecasting
Unresolvable Prediction 31 Mar 2024 If OpenAI releases a truly mindblowing GPT-5 in 2024, the generative AI bubble will not burst soon. Prediction · 31 Mar 2024 Economics and markets
Mostly true Prediction 31 Mar 2024 Marcus doubted that a mindblowing GPT model would be released in 2024. Prediction · 31 Mar 2024 AI timelines and forecasting
Unresolvable Prediction 31 Mar 2024 If OpenAI releases a truly mindblowing GPT-5 in 2024, hype around generative AI will increase further. Prediction · 31 Mar 2024 Economics and markets
Unresolvable Prediction 31 Mar 2024 Marcus said he would be truly astonished if hallucinations in large language models were brought down to human expert levels by the end of 2024. Prediction · 31 Mar 2024 AI capabilities
Unresolvable Prediction 31 Mar 2024 If OpenAI releases a truly mindblowing GPT-5 in 2024, generative AI will live for another day, perhaps imploding only later when people realize there is no killer app to justify the increasingly high costs. Prediction · 31 Mar 2024 Economics and markets
Unresolvable Prediction 31 Mar 2024 If no company releases a true quantum leap addressing reliability, hallucination, data leakage and security by the end of 2024, the generative AI bubble may start to pop by around March 2025. Prediction · 31 Mar 2024 Economics and markets
Mostly true Prediction 31 Mar 2024 GPT-5 is likely to be even more expensive to train and operate than GPT-4. Prediction · 31 Mar 2024 Economics and markets
Unresolvable Prediction 31 Mar 2024 Generative AI will still exist and find some use, but valuations and excitement may dissipate, returning only once genuine advances are made. Prediction · 31 Mar 2024 Economics and markets
Mixed Prediction 26 Oct 2023 With more than 60 elections around the world in 2024, the chance that at least one would be swayed by deepfakes is high. Prediction · 26 Oct 2023 Other global risks
Mostly true Prediction 25 Dec 2022 GPT-4 will still be reckless and hard to control, making a significant number of stupid errors. Prediction · 25 Dec 2022 AI capabilities
Mostly true Prediction 25 Dec 2022 GPT-4's natural language output still won't be reliably usable as input to downstream programs such as databases or virtual assistants. Prediction · 25 Dec 2022 AI capabilities
Unresolvable Prediction 25 Dec 2022 Trustworthy AI will need genuinely new architectures incorporating explicit knowledge and world models at their core. Prediction · 25 Dec 2022 AI capabilities
Unresolvable Prediction 25 Dec 2022 When GPT-4 comes out it will totally eclipse ChatGPT, and it is a safe bet that even more people will be talking about it. Prediction · 25 Dec 2022 AI capabilities
Resolved true Prediction 25 Dec 2022 GPT-4 will definitely seem smarter than its predecessors, but its internal architecture will remain problematic. Prediction · 25 Dec 2022 AI capabilities
Mostly true Prediction 25 Dec 2022 GPT-4 will not be trustworthy and complete enough to give reliable medical advice. Prediction · 25 Dec 2022 AI capabilities
Unresolvable Prediction 25 Dec 2022 Marcus fully expected GPT-4 to be the shiniest model so far, but said that this does not mean it is a critical step on the optimal path to AI that can be trusted. Prediction · 25 Dec 2022 AI capabilities
Mostly true Prediction 25 Dec 2022 GPT-4 will be a very large, powerful system (a 'monster'). Prediction · 25 Dec 2022 AI capabilities
Mostly true Prediction 25 Dec 2022 With GPT-4, fluent hallucinations will still be common and easily induced, escalating the risk of LLMs being used to create misinformation. Prediction · 25 Dec 2022 AI capabilities
Mostly true Prediction 25 Dec 2022 GPT-4 may be better at faking term papers, but if it follows the same playbook as its predecessors, it still won't really understand the world, and its flaws will eventually show. Prediction · 25 Dec 2022 AI capabilities
Not yet due Prediction 25 Dec 2022 Within a decade, maybe much less, AI's focus will shift from pure scaling of large language models to integrating them with other techniques. Prediction · 25 Dec 2022 AI capabilities
Unresolvable Prediction 25 Dec 2022 GPT-4 by itself won't be a general-purpose AGI; without external aids it won't beat Cicero in Diplomacy, drive a car reliably, or reliably guide a robot like Optimus. Prediction · 25 Dec 2022 AI capabilities
Mostly true Prediction 25 Dec 2022 GPT-4 will blow people's minds when released. Prediction · 25 Dec 2022 AI capabilities
Mostly true Prediction 25 Dec 2022 Marcus suspected that GPT-4's release would follow a pattern of immense buzz, then scientific scrutiny, then recognition that many problems remain. Prediction · 25 Dec 2022 AI capabilities
Mostly true Prediction 25 Dec 2022 If GPT-4 is architecturally essentially the same as GPT-3, it can be expected to be unable to construct internal models of how the world works and, in consequence, unable to understand things at an abstract level. Prediction · 25 Dec 2022 AI capabilities
Mostly true Prediction 25 Dec 2022 AI alignment between human wants and machine behavior will remain a critical unsolved problem, with GPT-4 unable to reliably follow shared human values. Prediction · 25 Dec 2022 AI safety and alignment
Unresolvable Prediction 25 Dec 2022 GPT-4's reasoning about the physical, psychological and mathematical world will still be unreliable. Prediction · 25 Dec 2022 AI capabilities
Mostly true Prediction 25 Dec 2022 GPT-4 will remain a pastiche generator and useful for brainstorming and first drafts, but not trustworthy general intelligence. Prediction · 25 Dec 2022 AI capabilities
Unresolvable Prediction 29 Dec 2021 Current AI, being an approximation to intelligence rather than the real thing, will never really be trustworthy. Prediction · 29 Dec 2021 AI safety and alignment
Resolved false Prediction 14 Dec 2021 Gary Marcus bet that hybrid (neurosymbolic) AI models would pull ahead in 2022. Prediction · 14 Dec 2021 AI timelines and forecasting
Not yet due Prediction 14 Nov 2019 Artificial general intelligence will probably not be achieved within five to 10 years of 2019. Prediction · 14 Nov 2019 AI timelines and forecasting
Not yet due Prediction 14 Nov 2019 Gary Marcus guessed that artificial general intelligence would arrive somewhere between 20 and 100 years from 2019, maybe closer to 50, and said this was a wide confidence interval. Prediction · 14 Nov 2019 AI timelines and forecasting
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Gary Marcus

Open its page

Prediction AI policy and governance Political

“If things gets even worse, as they may well, he will own the mess.”

Gary Marcus, author, Marcus on AI 25 September 2026 BREAKING: OpenAI's epic meltdown (Marcus on AI)

If the OpenAI situation gets worse, Trump will own the mess.

Unresolvable The public record could not settle it.

Reasoning

Conditional, vague prediction about blame ('own the mess') with no horizon.

Cite this claim

Gary Marcus, “If the OpenAI situation gets worse, Trump will own the mess.” (said 25 September 2026). Verdict: unresolvable. Reliability API, claim c_3f56fb8800c5, method 0.1.0+c876030c. https://epistacklabs.com/claims/c_3f56fb8800c5

Claims without a verdict

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