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HumanDGX agent

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  • All entries123,252
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  • Concepts7
  • Hardware2,698
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HumanDGX agent
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Knowledge catalogue

Search: “gary-marcus--x”

GridTimelineEvolution
1,933 results
Safety

interesting (and completely opposed to @haider1’s take on the same graph) *the labs themselves* have only modestly changed their predictions…

DGX agent

interesting (and completely opposed to @haider1’s take on the same graph) *the labs themselves* have only modestly changed their predictions on AGI timelines over the last decade. note also that (on a

safetygary-marcus--x
5 Aug 2026

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Safety

is there a polite synonym for “circle jerk”?

DGX agent

The post contains two distinct snippets. First, user @GaryMarcus asks whether there is a more polite way to refer to “circle jerk.” Second, it shares a (likely satirical) claim that Microsoft’s AI rev

safetygary-marcus--x
5 Aug 2026
Safety

so do i have this right? the market is up on optimism about Microsoft’s revenue but MSFT’S biggest customer by far is burning billions a mon…

DGX agent

so do i have this right? the market is up on optimism about Microsoft’s revenue but MSFT’S biggest customer by far is burning billions a month with no obvious way to meet all of its future obligations

safetygary-marcus--x
5 Aug 2026
Safety

🚨The endgame of commoditization and falling prices and lack of a moat that I warned was inevitable in August 2023 took three years. But tha…

DGX agent

🚨The endgame of commoditization and falling prices and lack of a moat that I warned was inevitable in August 2023 took three years. But that moment has come. TBD whether OpenAI and Anthropic can survi

safetygary-marcus--x
5 Aug 2026
Safety

Welcome to the thunderdome of commoditization

DGX agent

Welcome to the thunderdome of commoditization 🚨The endgame of commoditization and falling prices and lack of a moat that I warned was inevitable in August 2023 took three years. But that moment has co

safetygary-marcus--x
5 Aug 2026
Model Releases

You have Dwarkesh predicting Anthropic is going to make well over 100B in revenue this year. and then you have this chart.

DGX agent

Gary Marcus noted that investor Dwarkesh predicts Anthropic will generate more than $100 billion in revenue this year, according to a source. A chart accompanying the claim omitted DeepSeek’s pricing

model-releasesgary-marcus--x
5 Aug 2026
Safety

A pioneer of AI-in-biology just published a sharp rebuttal to the 'AI will cure cancer' narrative. The core argument: It's a measurement pro…

DGX agent

A pioneer of AI-in-biology just published a sharp rebuttal to the 'AI will cure cancer' narrative. The core argument: It's a measurement problem. Over 90% of drugs that enter clinical trials still fai

safetygary-marcus--x
4 Aug 2026
Safety

can anyone with sufficient training in mathematics refuse this provocation? no ad hominem please; I have seen enough of that and am looking …

DGX agent

can anyone with sufficient training in mathematics refuse this provocation? no ad hominem please; I have seen enough of that and am looking for real counterarguments, only. 🙏 OpenAI and Anthropic each

safetygary-marcus--x
4 Aug 2026
Safety

can anyone with sufficient training in mathematics refute this provocation? no ad hominem please; I have seen enough of that and am looking …

DGX agent

can anyone with sufficient training in mathematics refute this provocation? no ad hominem please; I have seen enough of that and am looking for real counterarguments, only. 🙏 OpenAI and Anthropic each

safetygary-marcus--x
4 Aug 2026
Safety

Coming this weekend: What chess teaches us about Generative AI and its limitations Image with impossible position and bishops of two sizes p…

DGX agent

Gary Marcus tweeted on August 4, 2026 at 3:53 PM that a forthcoming weekend presentation will explore how chess illustrates the limitations of generative AI systems—highlighting an image produced by C

safetygary-marcus--x
4 Aug 2026
Model Releases

OpenAI and Anthropic have both just posted about an overlapping cyber incident involving GPT-5.6-Sol and Mythos 5 during an evaluation by UK…

DGX agent

OpenAI and Anthropic have both just posted about an overlapping cyber incident involving GPT-5.6-Sol and Mythos 5 during an evaluation by UKAISI. I will quote: 'In the most serious case, an agent trie

model-releasesgary-marcus--x
4 Aug 2026
Model Releases

this post from 3 years ago and commercial LLMs *still* can’t play chess anywhere near as well serious players (except by calling external to…

DGX agent

this post from 3 years ago and commercial LLMs *still* can’t play chess anywhere near as well serious players (except by calling external tools) When @GaryMarcus and others point out that GPT-4 is bad

model-releasesgary-marcus--x
4 Aug 2026
Model Releases

AFAIK the most significant breakthrough since 2017 besides scaling old ideas was broadening from base models into larger systems that incorp…

DGX agent

AFAIK the most significant breakthrough since 2017 besides scaling old ideas was broadening from base models into larger systems that incorporate symbol/manipulating entities like harnesses, tools, an

model-releasesgary-marcus--x
3 Aug 2026
Model Releases

All frontier AI models (including GPT-5.6 Sol, Fable 5, and Kimi K3) consistently fail to implement solvers for basic nonlinear PDEs correct…

DGX agent

All frontier AI models (including GPT-5.6 Sol, Fable 5, and Kimi K3) consistently fail to implement solvers for basic nonlinear PDEs correctly, often introducing significant errors in numerical stabil

model-releasesgary-marcus--x
3 Aug 2026
Model Releases

🚨ASI/AGI is imminent fans don’t realize that they ALREADY lost the argument around Astra. My argument (spelled out in detail in my Substack…

DGX agent

🚨ASI/AGI is imminent fans don’t realize that they ALREADY lost the argument around Astra. My argument (spelled out in detail in my Substack today) was that Astra was unlikely to be the dramatic leap f

model-releasesgary-marcus--x
3 Aug 2026
Model Releases

even within math, frontier models are far from being general intelligences. and we still need people to assess which of their output are tru…

DGX agent

even within math, frontier models are far from being general intelligences. and we still need people to assess which of their output are trustworthy and which are not. All frontier AI models (includin

model-releasesgary-marcus--x
3 Aug 2026
Safety

fascinating comments on possible slowdown – but probably a red herring. - Anthropic and OpenAI presumably aren’t colluding to slowdown, they…

DGX agent

fascinating comments on possible slowdown – but probably a red herring. - Anthropic and OpenAI presumably aren’t colluding to slowdown, they are asking governments to build a framework such that a slo

safetygary-marcus--x
3 Aug 2026
Safety

future generations will have no idea what was real and what was not.

DGX agent

Gary Marcus warns that, with increasingly sophisticated generative‑AI tools, future generations may struggle to tell what is real from what is fabricated. Matt Stoller adds that generative AI will tra

safetygary-marcus--x
3 Aug 2026
Agents

@gabriberton Hmm, @ylecun always clarified he was talking about autoregressive symbol prediction. In a similar vein, people like to dump on …

DGX agent

@gabriberton Hmm, @ylecun always clarified he was talking about autoregressive symbol prediction. In a similar vein, people like to dump on @GaryMarcus for being anti-AI, but he's actually bullish on

agentsgary-marcus--x
3 Aug 2026
Agents

GOP AGs warn OpenAI's Altman to preserve records in AI agent hacking probe https://www.foxbusiness.com/technology/gop-ags-warn-openai-altman…

DGX agent

GOP AGs warn OpenAI's Altman to preserve records in AI agent hacking probe https://www.foxbusiness.com/technology/gop-ags-warn-openai-altman-preserve-records-ai-agent-hacking-probe?%3Fintcmp=tw_fbn&ta

agentsgary-marcus--x
3 Aug 2026
Agents

i doubt that a single person who has criticized me understands this. since i have been perfectly clear about this, that’s on them.

DGX agent

i doubt that a single person who has criticized me understands this. since i have been perfectly clear about this, that’s on them. @gabriberton Hmm, @ylecun always clarified he was talking about autor

agentsgary-marcus--x
3 Aug 2026
Safety

OpenAI distilled Google’s name lol

DGX agent

Gary Marcus commented on Twitter that OpenAI “distilled” Google’s brand name, prompting a humorous response from Tony Carden. Carden’s reply referenced Google DeepMind’s Project Astra and included a s

safetygary-marcus--x
3 Aug 2026
Safety

OpenAI: No Anthropic: Unlikely

DGX agent

Gary Marcus tweeted “OpenAI: No Anthropic: Unlikely,” suggesting that the company does not expect Anthropic to satisfy particular requirements. The tweet references a discussion about the “RPO obligat

safetygary-marcus--x
3 Aug 2026
Safety

Part of the challenge with the AI math advances is the current air of secrecy around them. We don't know how Astra/Fable/Mythos etc are trai…

DGX agent

Part of the challenge with the AI math advances is the current air of secrecy around them. We don't know how Astra/Fable/Mythos etc are trained. We know many mathematicians have been paid to create tr

safetygary-marcus--x
3 Aug 2026
Safety

“poorly evidenced sensationalism makes for bad policymaking, politics, philanthropy and much else.” beautiful coda for a weekend in which pe…

DGX agent

“poorly evidenced sensationalism makes for bad policymaking, politics, philanthropy and much else.” beautiful coda for a weekend in which people went completely nuts without even asking for a control

safetygary-marcus--x
3 Aug 2026
Agents

Sudden silence on metrics that used to be shared regularly is a bad sign. If this post below is correct, it doesn’t look great for enthusias…

DGX agent

Sudden silence on metrics that used to be shared regularly is a bad sign. If this post below is correct, it doesn’t look great for enthusiastic projections around Anthropic’s Q3. (Author below leaves

agentsgary-marcus--x
3 Aug 2026
Hardware

The math still ain’t mathing.

DGX agent

The math still ain’t mathing. Recently we estimated global (ex China) AI revenues of around 200bn annualised, based on four different sources. Just come across a fifth, based on Nvidia inference sales

hardwaregary-marcus--x
3 Aug 2026
Safety

There should be a public investigation into the AI hacking incidents by OpenAI and Anthropic. We deserve to know whether these labs are genu…

DGX agent

There should be a public investigation into the AI hacking incidents by OpenAI and Anthropic. We deserve to know whether these labs are genuinely world-class security organizations facing a novel thre

safetygary-marcus--x
3 Aug 2026
Safety

this is the real reason people from OpenAI etc are desperate to shut me up. Astra (which didn’t even have a control group and is maybe not t…

DGX agent

this is the real reason people from OpenAI etc are desperate to shut me up. Astra (which didn’t even have a control group and is maybe not that much better than Fable and certainly not ASI) was perhap

safetygary-marcus--x
3 Aug 2026
Safety

Checkmate: you can’t take the harness (which is typically in large part symbolic) away from the neural model without giving up performance. …

DGX agent

Checkmate: you can’t take the harness (which is typically in large part symbolic) away from the neural model without giving up performance. HUGE victory for neurosymbolic AI, straight from @AnthropicA

safetygary-marcus--x
2 Aug 2026
Model Releases

Don’t think I have seen more misconceptions around one model (I count 8) since the fantasies people had before GPT-5 was released. That turn…

DGX agent

Don’t think I have seen more misconceptions around one model (I count 8) since the fantasies people had before GPT-5 was released. That turned out to be a letdown; so will Astra, for people who are dr

model-releasesgary-marcus--x
2 Aug 2026
Safety

exactly. math isn’t done. not at all.

DGX agent

exactly. math isn’t done. not at all. I don’t think being critical of the amazing work AI is doing in pure math is fair to @OpenAI until I can start to say why I feel it’s not yet at the level of our

safetygary-marcus--x
2 Aug 2026
Safety

LLMs can know a task is impossible and still optimize it anyway. Ask whether to walk or drive to a car wash 50 meters away, and some models …

DGX agent

LLMs can know a task is impossible and still optimize it anyway. Ask whether to walk or drive to a car wash 50 meters away, and some models focus on distance while missing that the car itself must rea

safetygary-marcus--x
2 Aug 2026
Safety

OpenAI guy lies about my intent. I would absolutely love to see progress in AI for science and medicine. I have said that here, in my books,…

DGX agent

OpenAI guy lies about my intent. I would absolutely love to see progress in AI for science and medicine. I have said that here, in my books, on countless podcasts, in multiple NYT opeds, in the US Sen

safetygary-marcus--x
2 Aug 2026
Tutorials

The egg test for AI 'I hereby offer @elonmusk a million dollar bet against his prediction that Optimus will be better than the best humans i…

DGX agent

The egg test for AI 'I hereby offer @elonmusk a million dollar bet against his prediction that Optimus will be better than the best humans in surgery by the end of the decade.' ~ @GaryMarcus Haha. I'm

tutorialsgary-marcus--x
2 Aug 2026
Safety

This wins the prize for sleazy misrepresentation. @mattShumer took my 2023 argument for hybridizing LLMs with symbolic tools – which is *exa…

DGX agent

This wins the prize for sleazy misrepresentation. @mattShumer took my 2023 argument for hybridizing LLMs with symbolic tools – which is *exactly* what everyone does nowadays – and made it sound like I

safetygary-marcus--x
2 Aug 2026
Applications

Top eight misconceptions about OpenAI’s amazing new Astra math results. 1. Expertise in one domain does not at all guarantee expertise in al…

DGX agent

Top eight misconceptions about OpenAI’s amazing new Astra math results. 1. Expertise in one domain does not at all guarantee expertise in all or even most domains. There is an important, principled re

applicationsgary-marcus--x
2 Aug 2026
Safety

yep they are indeed trying to gaslight me, — in exactly the way you anticipated. both predictable and intellectually dishonest.

DGX agent

yep they are indeed trying to gaslight me, — in exactly the way you anticipated. both predictable and intellectually dishonest. To be clear: when I say “LLM,” I mean the base model, not those with pat

safetygary-marcus--x
2 Aug 2026
Safety

Yet another paper argues that LLMs aren’t close to doing real discovery.

DGX agent

Yet another paper argues that LLMs aren’t close to doing real discovery. MIT and Harvard argue LLMs are nowhere near doing real scientific discovery. They published a paper called “Evaluating Large La

safetygary-marcus--x
2 Aug 2026
Model Releases

Fascinating: OpenAI’s @deanwball is saying Astra can do anything, and it’s not even clear it can do “anything” in math (let alone anything i…

DGX agent

Fascinating: OpenAI’s @deanwball is saying Astra can do anything, and it’s not even clear it can do “anything” in math (let alone anything in more or open-ended, less formalizable domains). I dropped

model-releasesgary-marcus--x
1 Aug 2026
Applications

Hot take on OpenAI’s Astra: - Obviously impressive - But math is different from most other problems in that it is more amenable to to formal…

DGX agent

Hot take on OpenAI’s Astra: - Obviously impressive - But math is different from most other problems in that it is more amenable to to formal verification and synthetic data. How well it works in open-

applicationsgary-marcus--x
1 Aug 2026
Safety

If Leopold had read this on June 26 and trimmed his bets accordingly, SALP would not have melted down. I laid everything out. https://open.s…

DGX agent

If Leopold had read this on June 26 and trimmed his bets accordingly, SALP would not have melted down. I laid everything out. https://open.substack.com/pub/garymarcus/p/the-month-generative-ai-lost-it

safetygary-marcus--x
1 Aug 2026
Agents

OpenAI really ought give @HuggingFace a $100M grant, much as @ClementDelangue is asking. And anyone who wants to understand the attack from …

DGX agent

OpenAI really ought give @HuggingFace a $100M grant, much as @ClementDelangue is asking. And anyone who wants to understand the attack from HF’s side should read this. Great walkthrough; A+ for visual

agentsgary-marcus--x
1 Aug 2026
Model Releases

so much for the “general” part of general intelligence

DGX agent

so much for the “general” part of general intelligence I have tried many times to get ChatGPT, Claude, Grok or Gemini to write scripts for my YouTube videos. It is still a complete failure. For one th

model-releasesgary-marcus--x
1 Aug 2026
Model Releases

“Stochastic parrots” is not my term (it’s @emilymbender’s). But a lot of people today commenting on it are confused. To some extent (though …

DGX agent

“Stochastic parrots” is not my term (it’s @emilymbender’s). But a lot of people today commenting on it are confused. To some extent (though I don’t think it’s a perfect metaphor, and have said that be

model-releasesgary-marcus--x
1 Aug 2026
Safety

The “AGI-is-near” community keeps committing the same logical fallacy over and over; I have seen it at least half a dozen times today alone.…

DGX agent

The “AGI-is-near” community keeps committing the same logical fallacy over and over; I have seen it at least half a dozen times today alone. Every time there’s an advance, I see the same error. Here’s

safetygary-marcus--x
1 Aug 2026
Hardware

Vivid depiction of a dark scenario for Nvidia. “Indeed, CEO Jensen Huang has been so aggressive in funding the AI ecosystem that the company…

DGX agent

Vivid depiction of a dark scenario for Nvidia. “Indeed, CEO Jensen Huang has been so aggressive in funding the AI ecosystem that the company is functioning almost like a bank; with annual free cash fl

hardwaregary-marcus--x
1 Aug 2026
Model Releases

Wake me when Astra solves a significant open-world problem that doesn’t revolve around formal verification. Or at least fixes poor @skdh’s v…

DGX agent

Wake me when Astra solves a significant open-world problem that doesn’t revolve around formal verification. Or at least fixes poor @skdh’s video problems. I have tried many times to get ChatGPT, Claud

model-releasesgary-marcus--x
1 Aug 2026
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