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

213 claims, sorted by newest said. Choose a claim to read it in full.
VerdictKindSaidClaimTopic
Mostly true Factual 25 Sep 2026 OpenAI's latest account called attacks "interactions" and only partially disclosed what happened. Factual · 25 Sep 2026 AI safety and alignment
Unresolvable Factual 25 Sep 2026 There is vast and growing evidence that OpenAI is building something it is not managing to control. Factual · 25 Sep 2026 AI safety and alignment
Unresolvable Prediction 25 Sep 2026 If the OpenAI situation gets worse, Trump will own the mess. Prediction · 25 Sep 2026 AI policy and governance
Resolved true Factual 25 Sep 2026 OpenAI's software attacked Australian government servers. Factual · 25 Sep 2026 AI safety and alignment
Unresolvable Factual 25 Sep 2026 OpenAI's accompanying report contains the only hint of the number of incidents. Factual · 25 Sep 2026 AI safety and alignment
Unresolvable Factual 25 Sep 2026 OpenAI has dragged its feet at every step in disclosing what happened with the incidents. Factual · 25 Sep 2026 AI safety and alignment
Unresolvable Factual 25 Sep 2026 OpenAI's long tweet did not report the number of incidents. Factual · 25 Sep 2026 AI safety and alignment
Mostly true Factual 25 Sep 2026 OpenAI's software attacked a German web server. Factual · 25 Sep 2026 AI safety and alignment
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 Factual 2 Jun 2026 Marcus's X post the previous night, prompted by Google's announced equity financing, was viewed over 750,000 times overnight. Factual · 2 Jun 2026 Their own work or organisation
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
Mixed Factual 2 Jun 2026 Companies like Anthropic are ending their all-you-can-eat pricing, which will make many customers think twice. Factual · 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
Mostly true Factual 2 Jun 2026 More reports have recently come out questioning the return on investment of AI for corporate customers. Factual · 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
Mixed Factual 2 Jun 2026 AI companies are building essentially the same technical solution with essentially the same data, so there is no moat. Factual · 2 Jun 2026 Economics and markets
Unresolvable Factual 2 Jun 2026 Most people responding to Marcus's X post agreed with it. Factual · 2 Jun 2026 Their own work or organisation
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
Mostly true Factual Jan 2026 Reviews by Joanna Stern and Marques Brownlee of one early humanoid robot prototype were damning. Factual · 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
Mostly true Factual Jan 2026 Many would agree the AI field has reached a point of diminishing returns from scaling, and faith in scaling as a route to AGI has dissipated. Factual · Jan 2026 AI capabilities
Mostly true Factual Jan 2026 AGI did not materialize in 2025, contrary to predictions by Elon Musk and others, and GPT-5 was underwhelming and did not solve hallucinations. Factual · Jan 2026 AI timelines and forecasting
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
Unresolvable Factual Jan 2026 By Gary Marcus's own count, sixteen of his seventeen high-confidence predictions about 2025 proved correct. Factual · Jan 2026 Their own work or organisation
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
Mostly true Factual Jan 2026 AI agents did not turn out to be reliable in 2025. Factual · Jan 2026 AI capabilities
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
Unresolvable Factual 27 Jul 2025 Apart from the first paragraph and last section, virtually every word of this essay was taken from Gary Marcus's Christmas Day 2022 essay 'What to expect when you are expecting … GPT-4'. Factual · 27 Jul 2025 Their own work or organisation
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 Factual 27 Jul 2025 Gary Marcus produced this essay by replacing GPT-4 with GPT-5 in his 2022 essay and trimming a few lines. Factual · 27 Jul 2025 Their own work or organisation
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
Resolved true Factual 1 Jan 2025 As of end 2024, AI model makers have very little moat, with many similar models and a price war. Factual · 1 Jan 2025 Economics and markets
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
Unresolvable Factual 1 Jan 2025 Marcus coined in 2022 the notion that AI might be 'hitting a wall', which later became widespread in outlets such as CNN, The Verge and the Wall Street Journal. Factual · 1 Jan 2025 Their own work or organisation
Mostly true Factual 1 Jan 2025 OpenAI has returned no profits, does not expect profits until at least 2029, has a burn rate in the billions, and lacks a clear technical moat. Factual · 1 Jan 2025 Economics and markets
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
Mostly true Factual 2025 People put instructions in LLM system prompts but cannot get the systems to follow them. Factual · 2025 AI safety and alignment
Own records only Factual 2025 For 30 years people have told Gary Marcus that abstract reasoning and variable binding will emerge from neural nets. Factual · 2025 AI capabilities
Unresolvable Factual 2025 The shortcuts that LLMs use work about 80% of the time but not 100%. Factual · 2025 AI capabilities
Unresolvable Factual 2025 Marcus said he thinks many, or possibly all, animals can do some variable binding, and he cited Randy Gallistel's work on ant navigation as an example. Factual · 2025 Science and research methods
Mostly true Factual 2025 LLMs, which are not AGI, are already eliminating some human work. Factual · 2025 AI, the economy and work
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
Own records only Factual 2025 Gary Marcus has never personally experienced 99% correct output from AI in any of the things he has tried. Factual · 2025 AI capabilities
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
Mixed Factual 2025 Current AI systems lack the knowledge graph needed to handle easy facts like those on the first page of Wikipedia. Factual · 2025 AI capabilities
Resolved true Factual 2025 Bolting extra components onto an LLM and scaling it up has so far not produced human-level AGI. Factual · 2025 AI capabilities
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 Factual 9 Nov 2024 Melanie Mitchell, Subbarao Kambhampati, Emily Bender, Ernie Davis and others have long emphasized that LLMs have principled limits. Factual · 9 Nov 2024 Their own work or organisation
Resolved true Factual 9 Nov 2024 Gary Marcus has for years warned that AI scaling by adding data and compute without architectural changes would not continue forever. Factual · 9 Nov 2024 Their own work or organisation
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
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Gary Marcus

Open its page

Prediction AI timelines and forecasting

“I think that that’s probably true.”

Gary Marcus, in conversation 2025 Dr. Ben Goertzel's Conversation with Dr. Gary Marcus at the World AI Summit 2025 (SingularityNET)

Many different AGIs will probably appear in many places once AGI is reached.

Unresolvable The public record could not settle it.

Reasoning

Prediction conditional on AGI being reached, with no horizon, and AGI has not clearly occurred.

Cite this claim

Gary Marcus, “Many different AGIs will probably appear in many places once AGI is reached.” (said 2025). Verdict: unresolvable. Reliability API, claim c_a6f0a2efb89b, method 0.1.0+c876030c. https://epistacklabs.com/claims/c_a6f0a2efb89b

Claims without a verdict

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