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  • All entries125,187
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  • Companies3
  • Concepts7
  • Hardware2,737
  • Industry6,795
  • Local Ai6,931
  • Model Releases35,992
  • Research29,272
  • Safety19,344
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Knowledge catalogue

Search: “safety”

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2,085 results
Safety

Me, 2023, 2024, 2025…. Multimodal LLMs are going to have problems with maps. 2026: It’s ok, you live in Venecky. Not far Tounesseo.

DGX agent

Me, 2023, 2024, 2025…. Multimodal LLMs are going to have problems with maps. 2026: It’s ok, you live in Venecky. Not far Tounesseo. @GaryMarcus It keeps getting crazier “Mom, did you know that we live

safetygary-marcus--x
22 Aug 2026
Human
DGX agent

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Safety

Impressive research from Google on building better environments for agents. Training environments for agents are hand-built and go stale. Th…

DGX agent

Impressive research from Google on building better environments for agents. Training environments for agents are hand-built and go stale. The agent improves, the environment does not, and it's not abl

safetydair-ai--x
21 Aug 2026
Safety

what i have been saying endlessly (to those few who have listened carefully)

DGX agent

what i have been saying endlessly (to those few who have listened carefully) Turing Award winner Rich Sutton: 'LLMs are an amazing scientific breakthrough. but it's frustrating that instead of celebra

safetygary-marcus--x
21 Aug 2026
Safety

Whatever you may think of Generative AI, the Capex craze is absolutely bonkers: “we are potentially talking about AI needing to generate $10…

DGX agent

Whatever you may think of Generative AI, the Capex craze is absolutely bonkers: “we are potentially talking about AI needing to generate 10 trillion in annual sales to justify all the capex being thro

safetygary-marcus--x
21 Aug 2026
Safety

Karp got so much shit and was actually right. I know the feeling. 🙄

DGX agent

Karp got so much shit and was actually right. I know the feeling. 🙄 🚨OPENAI AND ANTHROPIC JUST FOLDED ON THEIR DATA RETENTION POLICY AFTER PALANTIR CEO EXPOSED THEIR REAL BUSINESS MODEL Alex Karp: >'s

safetygary-marcus--x
20 Aug 2026
Safety

Most “AI influencers” here probably don’t even understand this important (and very basic) point.

DGX agent

Most “AI influencers” here probably don’t even understand this important (and very basic) point. okay so everyone is talking about this but you guys realize it's not an LLM/foundation model or even a

safetygary-marcus--x
20 Aug 2026
Safety

okay so everyone is talking about this but you guys realize it's not an LLM/foundation model or even a neural network, right???? it's probab…

DGX agent

okay so everyone is talking about this but you guys realize it's not an LLM/foundation model or even a neural network, right???? it's probably just like some XGBoost or logistic regression algorithm o

safetygary-marcus--x
20 Aug 2026
Safety

🦔OpenAI's CFO held an all-hands meeting today to tell employees the company will go public by 2027 and not to worry about Anthropic beating…

DGX agent

🦔OpenAI's CFO held an all-hands meeting today to tell employees the company will go public by 2027 and not to worry about Anthropic beating them to it. This came days after the CRO, COO, and product c

safetygary-marcus--x
20 Aug 2026
Safety

this has always been OpenAI’s game plan. (I first warned of it in 2024, saying that surveillance might be their only viable business plane.)

DGX agent

this has always been OpenAI’s game plan. (I first warned of it in 2024, saying that surveillance might be their only viable business plane.) 🦔ChatGPT can now read your entire iMessage history and send

safetygary-marcus--x
20 Aug 2026
Safety

we're launching new Fable safeguards for enterprises that work on your infrastructure so you have control over where your data lives & who h…

DGX agent

we're launching new Fable safeguards for enterprises that work on your infrastructure so you have control over where your data lives & who has access to it we've been developing it alongside ~100 comp

safetythariq--x
20 Aug 2026
Safety

Counterpoint: “If alignment issues are becoming big enough that OpenAI is willing to commit 20% of research inference compute to chain-of-th…

DGX agent

Counterpoint: “If alignment issues are becoming big enough that OpenAI is willing to commit 20% of research inference compute to chain-of-thought monitoring [suggesting] that suggests that alignment i

safetygary-marcus--x
19 Aug 2026
Safety

If OpenAI falls apart (or is e.g., acquired at a big discount), will that on net help or hurt Anthropic?

DGX agent

A forum poll posed the question, “If OpenAI falls apart or is acquired at a big discount, will that on net help or hurt Anthropic?” Participants chose among three options—help, hurt, or neutral—reflec

safetygary-marcus--x
19 Aug 2026
Safety

Read it and weep for the AI bubble

DGX agent

Read it and weep for the AI bubble The unraveling of OpenAI sure looks like it has begun: https://garymarcus.substack.com/p/breaking-openais-unraveling-has-begun?utm_source=app-post-stats-page&r=8tdk6

safetygary-marcus--x
19 Aug 2026
Safety

I had a great time discussing with @SciencePetr about the growing risks of AI and how these often stem from current AI training techniques. …

DGX agent

I had a great time discussing with @SciencePetr about the growing risks of AI and how these often stem from current AI training techniques. Thanks for coming to visit @LawZero_ and for covering these

safetyyoshua-bengio--x
18 Aug 2026
Safety

Most parsers treat tracked changes as noise. Result: a deleted clause comes back as live text, and your pipeline reads a document that says …

DGX agent

Most parsers treat tracked changes as noise. Result: a deleted clause comes back as live text, and your pipeline reads a document that says the opposite of what it means. LlamaParse now handles revisi

safetyjerry-liu--x
18 Aug 2026
Safety

Reminder that the data that feeds large language models – and thereby influences the world - can change at any moment, without warning.

DGX agent

Reminder that the data that feeds large language models – and thereby influences the world - can change at any moment, without warning. looks like reddit is almost wiped from chatgpt sources the query

safetygary-marcus--x
18 Aug 2026
Safety

We’re sharing the concrete changes we’re making to strengthen monitoring, security, and alignment as capabilities advance. We’ve introduced …

DGX agent

We’re sharing the concrete changes we’re making to strengthen monitoring, security, and alignment as capabilities advance. We’ve introduced stronger workload and network isolation, continuous security

safetyopenai--x
18 Aug 2026
Safety

hilarious the way people are now pretending that the tech ceos never promised us AGI

DGX agent

hilarious the way people are now pretending that the tech ceos never promised us AGI Anthropic CEO Dario Amodei: — There is a 'good chance' that AGI could be built within the next 1 - 3 years. — There

safetygary-marcus--x
17 Aug 2026
Safety

Some say dogs look like their owners. Generative AI CEOs have come to sound like their product: frequently wrong, never in doubt, often full…

DGX agent

Some say dogs look like their owners. Generative AI CEOs have come to sound like their product: frequently wrong, never in doubt, often full of BS. Dario is full of sh@t. Birds of a feather. JUST SAY

safetygary-marcus--x
17 Aug 2026
Safety

@sethharpesq OpenAI spent $1.60 for every dollar it earned in 2025. We need more journalism that cuts through all of the accounting gimmicks…

DGX agent

@sethharpesq OpenAI spent $1.60 for every dollar it earned in 2025. We need more journalism that cuts through all of the accounting gimmicks to get to the heart of what is really happening in the US A

safetygary-marcus--x
16 Aug 2026
Safety

1/2 Thanks Gavin for an especially thoughtful exchange. I don't usually spend much time on social media but I wanted to engage here because …

DGX agent

1/2 Thanks Gavin for an especially thoughtful exchange. I don't usually spend much time on social media but I wanted to engage here because it really brings out the heart of an important conversation.

safetydario-amodei--x
15 Aug 2026
Safety

2/2 Second, on the messaging around AI. I do not agree that my messaging has been disproportionately negative. In fact it has been about equ…

DGX agent

2/2 Second, on the messaging around AI. I do not agree that my messaging has been disproportionately negative. In fact it has been about equally balanced between risks and benefits: I’ve written one m

safetydario-amodei--x
15 Aug 2026
Safety

Wrong! If an AI leverages symbolic operations (conditionals, operations over variables, code interpreters, etc) and neural networks it is ne…

DGX agent

Wrong! If an AI leverages symbolic operations (conditionals, operations over variables, code interpreters, etc) and neural networks it is neurosymbolic. If it doesn’t, it’s not. ( I laid all of this o

safetygary-marcus--x
15 Aug 2026
Safety

$3 trillion in capex into a technology that has zero correlation with value creation what could possibly go wrong?

DGX agent

$3 trillion in capex into a technology that has zero correlation with value creation what could possibly go wrong? wow! new OpenAI study shows “no correlation between how often employees use AI and ho

safetygary-marcus--x
14 Aug 2026
Safety

I follow the AI & math discourse a bit - without understanding the actual math. I thought I might offer some thoughts as a scientist in stru…

DGX agent

I follow the AI & math discourse a bit - without understanding the actual math. I thought I might offer some thoughts as a scientist in structural biology - a field transformed by various tech over th

safetygary-marcus--x
14 Aug 2026
Safety

neurosymbolic world models – *exactly* what I argued for in 2020 in the Next Decade in AI – for the win.

DGX agent

neurosymbolic world models – *exactly* what I argued for in 2020 in the Next Decade in AI – for the win. Jeremy's excellent work here is a great illustration of a very powerful type of approach: LLM-g

safetygary-marcus--x
14 Aug 2026
Safety

remember how i said OpenAI might turn out to be the WeWork of AI?

DGX agent

remember how i said OpenAI might turn out to be the WeWork of AI? OpenAI is falling apart right now. 9 of their most important leaders have left the company recently, and Altman is about to ask the pu

safetygary-marcus--x
14 Aug 2026
Safety

// Skill Misevolution in Self-Improving LLM Agents // Self-improving agents write their successes down as reusable skills. An unsafe success…

DGX agent

// Skill Misevolution in Self-Improving LLM Agents // Self-improving agents write their successes down as reusable skills. An unsafe success becomes reusable policy long after the input that triggered

safetydair-ai--x
14 Aug 2026
Safety

that should be fairly obvious even now

DGX agent

that should be fairly obvious even now Looking back with a few year's perspective, it seems pretty likely to me that @hlntnr was correct that ending OpenAI due to firing CEO Sam Altman 'would actually

safetygary-marcus--x
14 Aug 2026
Safety

“This nightmare will only cost you eleventy trillion dollars…” Wild that to hear tech people speculate that the growing AI backlash is some …

DGX agent

“This nightmare will only cost you eleventy trillion dollars…” Wild that to hear tech people speculate that the growing AI backlash is some kind of “Chinese op” when, like, “we’re taking your job and

safetygary-marcus--x
14 Aug 2026
Safety

wow! new OpenAI study shows “no correlation between how often employees use AI and how much money they make. The ROI of the latest tech boom…

DGX agent

wow! new OpenAI study shows “no correlation between how often employees use AI and how much money they make. The ROI of the latest tech boom is still very much up in the air.” Let that sink in. This p

safetygary-marcus--x
14 Aug 2026
Safety

anthropic’s best hope is that OpenAI falls apart. which it might.

DGX agent

anthropic’s best hope is that OpenAI falls apart. which it might. NEW from Ramp AI Index: disappointing adoption of Fable 5 We've heard several reasons from businesses...mainly Fable 5 is just too exp

safetygary-marcus--x
13 Aug 2026
Safety

I am a scientist. I don’t know for absolute sure that my conjectures about Generative AI will prove correct. But I do know for sure that peo…

DGX agent

Gary Marcus posted on 13 Aug 2026 that, as a scientist, he is uncertain whether his conjectures about generative AI will be proven correct but remains confident that critics of the technology are pres

safetygary-marcus--x
13 Aug 2026
Safety

// Actions Speak Louder Than Words // Multilingual agent evaluation compares final answers and throws the trajectory away. The trajectory fi…

DGX agent

// Actions Speak Louder Than Words // Multilingual agent evaluation compares final answers and throws the trajectory away. The trajectory fixes cost, latency, failure mode, and auditability. New resea

safetydair-ai--x
12 Aug 2026
Safety

Big Tech's reliance on OpenAI and Anthropic for growth is systemically pervasive. Both companies are massively unprofitable — and much of wh…

DGX agent

Big Tech's reliance on OpenAI and Anthropic for growth is systemically pervasive. Both companies are massively unprofitable — and much of what they spend is Big Tech's own money, counted right back as

safetygary-marcus--x
12 Aug 2026
Safety

When should you start post-training your own models? @FireworksAI_HQ CEO @lqiao’s answer: after product-market fit. Not because it's hard...…

DGX agent

When should you start post-training your own models? @FireworksAI_HQ CEO @lqiao’s answer: after product-market fit. Not because it's hard... but because only after PMF is the data coming off your prod

safetysonya-huang--x
12 Aug 2026
Safety

From @sequoia's own your intelligence event. We're starting to see a new category of company emerge, the Full-Stack AI company, where innova…

DGX agent

From @sequoia's own your intelligence event. We're starting to see a new category of company emerge, the Full-Stack AI company, where innovation happens at both the product and intelligence layer. Tha

safetysonya-huang--x
11 Aug 2026
Safety

OWN YOUR INTELLIGENCE Last year, building on open-weight models was primarily a cost rationalization exercise. Slightly worse performance fo…

DGX agent

OWN YOUR INTELLIGENCE Last year, building on open-weight models was primarily a cost rationalization exercise. Slightly worse performance for a much cheaper price. Now, it is increasingly an existenti

safetysonya-huang--x
11 Aug 2026
Safety

Really important point and nicely explained! Two further points worth noting: (1) if an AI system relies on a harness (which as Gary notes i…

DGX agent

Really important point and nicely explained! Two further points worth noting: (1) if an AI system relies on a harness (which as Gary notes in other writing is increasingly improtant in top models), th

safetygary-marcus--x
10 Aug 2026
Safety

New research from Meta. Agent harnesses are still mostly authored by hand. This makes it hard to tune robust agent harnesses for long-horizo…

DGX agent

New research from Meta. Agent harnesses are still mostly authored by hand. This makes it hard to tune robust agent harnesses for long-horizon tasks. In this new work, agents learn harness policies off

safetydair-ai--x
9 Aug 2026
Safety

and we agree with @GaryMarcus. Training and running frontier class AI on CPUs, at a fractional cost, saving the planet, while building human…

DGX agent

and we agree with @GaryMarcus. Training and running frontier class AI on CPUs, at a fractional cost, saving the planet, while building human aligned AI is the 2nd innings of AI race. CPUs and the rise

safetygary-marcus--x
8 Aug 2026
Safety

CPUs and the rise of neurosymbolic AI by @garymarcus (with implications for what Artificial Intelligence implies about natural intelligence …

DGX agent

CPUs and the rise of neurosymbolic AI by @garymarcus (with implications for what Artificial Intelligence implies about natural intelligence -- Gary's & my interest ever since we worked together 37 yea

safetygary-marcus--x
8 Aug 2026
Safety

Among proponents of neurosymbolic architectures, there had been some debate over the years about whether the outer level would be symbolic (…

DGX agent

Among proponents of neurosymbolic architectures, there had been some debate over the years about whether the outer level would be symbolic (i.e. a harness that calls neural models) or whether the oute

safetygary-marcus--x
6 Aug 2026
Safety

C’mon, it’s not game over for Google Seven reasons why not, excerpted from my newsletter:

DGX agent

C’mon, it’s not game over for Google Seven reasons why not, excerpted from my newsletter: Jeff Dean and Demis Hassabis are the two most important AI executives at Google. Jeff is leaving and Demis is

safetygary-marcus--x
6 Aug 2026
Safety

critical history and context that a lot of people have conveniently forgotten

DGX agent

critical history and context that a lot of people have conveniently forgotten For a very long time most high-performing AI models were end-to-end neural models; vector input -> vector output, with onl

safetygary-marcus--x
6 Aug 2026
Safety

Gary Marcus won! @GaryMarcus

DGX agent

Gary Marcus won! @GaryMarcus I would have assumed it was fairly obvious, but in case it's not: a million-line codebase (also known as a 'harness'), running at inference time, orchestrating thousands o

safetygary-marcus--x
6 Aug 2026
Safety

It was the verification problem all along, while the masses were distracted by the alignment problem. Recursive self improvement? How does t…

DGX agent

It was the verification problem all along, while the masses were distracted by the alignment problem. Recursive self improvement? How does the observer observe itself and know that it changed for the

safetyyann-lecun--x
6 Aug 2026
Safety

OMG i wrote some of the original work on what is to be neurosymbolic in 2001 and dude who probably hasn’t read that work is trying to school…

DGX agent

OMG i wrote some of the original work on what is to be neurosymbolic in 2001 and dude who probably hasn’t read that work is trying to school me on the definition 🤦‍♂️ coding harness and tools calls ar

safetygary-marcus--x
6 Aug 2026
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