| 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 |
| 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 |
| 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 |
| 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 |
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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
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 |
| 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 |
| 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 |
| 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 |
Factual |
Apr 2024 |
Gary Marcus says that in April, when he first saw what he called direct empirical evidence that "this moment had come", he wrote a passage that he says he still stands by.
Factual · Apr 2024 |
Their own work or organisation |
| 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 |
| 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 |
Factual |
31 Mar 2024 |
LLMs themselves cannot look things up and reason over what they find.
Factual · 31 Mar 2024 |
AI capabilities |
| 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 |
| Unresolvable |
Factual |
31 Mar 2024 |
All the big AI players are converging on systems roughly equivalent to GPT-4, all flawed in essentially the same ways.
Factual · 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 |
| Unresolvable |
Factual |
30 Mar 2023 |
Gary Marcus wrote a long Twitter thread on the morning of 2023-03-30 responding to criticism of the FLI letter.
Factual · 30 Mar 2023 |
Their own work or organisation |
| Unresolvable |
Factual |
30 Mar 2023 |
Gary Marcus signed the Future of Life Institute open letter and promoted it publicly.
Factual · 30 Mar 2023 |
Their own work or organisation |
| 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 |
Factual |
25 Dec 2022 |
ChatGPT is frequently retuned based on feedback, but weeks later Marcus still keeps being sent tweets showing its blunders.
Factual · 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 |
| 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 |
| Unresolvable |
Factual |
25 Dec 2022 |
GPT-4 is architecturally essentially the same as GPT-3, according to rumors.
Factual · 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 |
| 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 |
| 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 |
| Unresolvable |
Factual |
20 Dec 2021 |
Gary Marcus wrote the 2001 book The Algebraic Mind, and its predictions have so far held true.
Factual · 20 Dec 2021 |
Their own work or organisation |
| Unresolvable |
Promise |
17 Oct 2021 |
Gary Marcus will give a talk at the AGI21 conference on 2021-10-18.
Promise · 17 Oct 2021 |
Their own work or organisation |
| Unresolvable |
Factual |
13 Apr 2021 |
As of 2021, neural networks still struggle with notions that are obvious to babies.
Factual · 13 Apr 2021 |
AI capabilities |
| Unresolvable |
Factual |
4 Jun 2020 |
Anima Anandkumar misrepresented private correspondence with Gary Marcus.
Factual · 4 Jun 2020 |
Their own work or organisation |
| Unresolvable |
Factual |
4 Jun 2020 |
Gary Marcus said that Sergey Brin, Larry Page and Elon Musk lead a "hall of shame" list of billionaires who have made no known charitable contributions to helping the world cope with Covid.
Factual · 4 Jun 2020 |
Other |
| Unresolvable |
Factual |
2 Jun 2020 |
Robust.AI is closed on 2 June 2020 in solidarity with those seeking justice and in memory of George Floyd.
Factual · 2 Jun 2020 |
Other |
| Unresolvable |
Factual |
14 Nov 2019 |
Asked whether "they" understand the "no free lunch" point, Marcus said "about 75 percent" and "They do not yet"; the quote does not say who "they" are or what the 75 percent measures.
Factual · 14 Nov 2019 |
Field building and careers |
| Unresolvable |
Prediction |
14 Nov 2019 |
Marcus argues that AI will not proceed until the field allows some "neatness", meaning some innate structure (nativism), in its systems.
Prediction · 14 Nov 2019 |
AI capabilities |
| Unresolvable |
Factual |
14 Nov 2019 |
Most of the current best AI systems fundamentally just learn contingencies rather than general abstract concepts that humans can apply quickly.
Factual · 14 Nov 2019 |
AI capabilities |
| Unresolvable |
Factual |
14 Nov 2019 |
The best-selling domestic robot of all time is still the Roomba, which does not manipulate objects.
Factual · 14 Nov 2019 |
Technology |
| Unresolvable |
Prediction |
14 Nov 2019 |
The real action in AI will be in finding theoretically sound ways of combining symbolic and deep learning traditions.
Prediction · 14 Nov 2019 |
AI capabilities |
| Unresolvable |
Prediction |
20 Sep 2019 |
Marcus said he thinks it is just a question of whether "we will get there" gradually or through a lot of social unrest.
Prediction · 20 Sep 2019 |
AI, the economy and work |
| Unresolvable |
Factual |
20 Sep 2019 |
If the paddle in the game Breakout is moved by three pixels, a deep-learning system trained on the game fails.
Factual · 20 Sep 2019 |
AI capabilities |
| Unresolvable |
Prediction |
20 Sep 2019 |
Smarter AI could solve many medical and scientific problems.
Prediction · 20 Sep 2019 |
AI capabilities |
| Unresolvable |
Prediction |
20 Sep 2019 |
The ultimate AI systems will have the memory capabilities of machines rather than of people.
Prediction · 20 Sep 2019 |
AI capabilities |
| Unresolvable |
Prediction |
20 Sep 2019 |
Marcus said he expects machines will eventually be able to do world-class scientific reasoning, though they are nowhere near that now.
Prediction · 20 Sep 2019 |
AI timelines and forecasting |
| Unresolvable |
Prediction |
20 Sep 2019 |
Marcus said he thinks it is inevitable that society will adopt universal basic income, and that the open question is whether this happens gradually or through social unrest.
Prediction · 20 Sep 2019 |
AI, the economy and work |
| Unresolvable |
Factual |
16 Feb 2019 |
OpenAI's new system is state of the art on some question-answering tests but is no match for humans on story understanding.
Factual · 16 Feb 2019 |
AI capabilities |
| Unresolvable |
Prediction |
15 Jan 2019 |
William Barr may become the person who most subverts American democracy, more than Donald Trump.
Prediction · 15 Jan 2019 |
AI policy and governance |
| Unresolvable |
Factual |
9 Jan 2019 |
The Kindle edition of The Algebraic Mind: Integrating Connectionism and Cognitive Science is available as of 2019-01-09.
Factual · 9 Jan 2019 |
Their own work or organisation |
| Unresolvable |
Prediction |
2019 |
The deep learning approach to language would never work, as argued in a chapter of Rebooting AI.
Prediction · 2019 |
Their own work or organisation |
| Unresolvable |
Factual |
2017 |
Some AI problems might be too complex for individual labs and not of enough financial interest to large AI companies like Google and Meta, which he described as driven by profits rather than humanity.
Factual · 2017 |
AI policy and governance |