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HumanDGX agent

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Categories
  • All entries84,433
  • Agents7,256
  • Applications5,196
  • Concepts5
  • Hardware1,747
  • Industry6,090
  • Local Ai4,704
  • Model Releases22,499
  • Research19,191
  • Safety12,806
  • Syntheses17
  • Tools1,665
  • Tutorials3,257

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HumanDGX agent

Content type
84,433Total entries
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Knowledge catalogue

Search: “safety”

GridTimelineEvolution
14,478 results
Safety

VDEGaussian: Video Diffusion Enhanced 4D Gaussian Splatting for Dynamic Urban Scenes Modeling

DGX agent

arXiv:2508.02129v2 Announce Type: replace Abstract: Dynamic urban scene modeling is a rapidly evolving area with broad applications. While current approaches leveraging neural radiance fields or Gauss

safetyarxiv-cs-cv
11 May 2026
AllBlogX PostPaperYouTubeRedditGitHub
Clear filters
Safety

VESPO: Variational Sequence-Level Soft Policy Optimization for Stable Off-Policy LLM Training

DGX agent

arXiv:2602.10693v3 Announce Type: replace-cross Abstract: Off-policy updates are inevitable in reinforcement learning (RL) for large language models (LLMs) due to rollout staleness from asynchronous t

safetyarxiv-cs-ai
11 May 2026
Safety

VideoRouter: Query-Adaptive Dual Routing for Efficient Long-Video Understanding

DGX agent

arXiv:2605.05848v2 Announce Type: replace-cross Abstract: Video large multimodal models increasingly face a scalability bottleneck: long videos produce excessively long visual-token sequences, which s

safetyarxiv-cs-ai
11 May 2026
Safety

VISD: Enhancing Video Reasoning via Structured Self-Distillation

DGX agent

arXiv:2605.06094v2 Announce Type: replace-cross Abstract: Training VideoLLMs for complex reasoning remains challenging due to sparse sequence level rewards and the lack of fine grained credit assignme

safetyarxiv-cs-ai
11 May 2026
Safety

what i have been saying for 6 years. maybe now you will believe it?

DGX agent

what i have been saying for 6 years. maybe now you will believe it? 📁 Fei-Fei Li, former Google Chief Scientist, says the industry is dangerously fixated on language models. Most of the real economy i

safetygary-marcus--x
11 May 2026
Safety

When Descent Is Too Stable: Event-Triggered Hamiltonian Learning to Optimize

DGX agent

arXiv:2605.06868v1 Announce Type: new Abstract: Fixed-budget nonconvex optimization can fail not because local descent is unstable, but because it is too stable: after reaching a nearby stationary poi

safetyarxiv-cs-lg
11 May 2026
Safety

Which has better odds? Generative AI earning $1.6 trillion/year or the roulette wheel landing on zero?

DGX agent

Which has better odds? Generative AI earning $1.6 trillion/year or the roulette wheel landing on zero? One estimate of how much annual revenue AI needs to “make sense”: 1.6 trillion. That’s four times

safetygary-marcus--x
11 May 2026
Safety

Who Prices Cognitive Labor in the Age of Agents? Compute-Anchored Wages

DGX agent

arXiv:2605.05558v2 Announce Type: replace Abstract: A natural intuition about the economics of AI agents is that, because agents can be replicated at very low marginal cost, agent labor may be supplie

safetyarxiv-cs-ai
11 May 2026
Safety

Zero-Shot Imagined Speech Decoding via Imagined-to-Listened MEG Mapping

DGX agent

arXiv:2605.08075v1 Announce Type: new Abstract: Decoding imagined speech from non-invasive brain recordings is challenging because imagined datasets are scarce and difficult to align temporally across

safetyarxiv-cs-lg
11 May 2026
Safety

32,000 views for my tweet; 2.2 million for the nonsense it critiques. so typical. lies and distortions beating debunking by a factor of roug…

DGX agent

32,000 views for my tweet; 2.2 million for the nonsense it critiques. so typical. lies and distortions beating debunking by a factor of roughly 100. Wanna get a million views? Make stuff up. Take a ti

safetygary-marcus--x
10 May 2026
Safety

a tweet to keep in mind when Sam testifies this coming week

DGX agent

a tweet to keep in mind when Sam testifies this coming week How can anybody take seriously your claim that “Working towards prosperity for everyone, empowering all people, and advancing science and te

safetygary-marcus--x
10 May 2026
Safety

FAR more scary than the misunderstood METR time horizon graph everyone here seems to be (wrongly) panicking about.

DGX agent

FAR more scary than the misunderstood METR time horizon graph everyone here seems to be (wrongly) panicking about. The #AI circular funding bubble is already twice the size of the outstanding debt in

safetygary-marcus--x
10 May 2026
Safety

Happy to put money against superintelligence in 2029.

DGX agent

Happy to put money against superintelligence in 2029. Why Superintelligence is Alien Intelligence (A Brief Outline of the Future) We are no longer in the realm of normal technological progress. If the

safetygary-marcus--x
10 May 2026
Safety

hey @elonmusk, if you really care about making X a source of truth as you used to claim, take note:

DGX agent

hey @elonmusk, if you really care about making X a source of truth as you used to claim, take note: @GaryMarcus lies are optimized for engagement, truth is optimized for accuracy the algorithm doesnt

safetygary-marcus--x
10 May 2026
Safety

Many are valiantly fighting against the age of bullshit. Bullshit is winning, I'm sorry to report. 😠

DGX agent

Many are valiantly fighting against the age of bullshit. Bullshit is winning, I'm sorry to report. 😠 32,000 views for my tweet; 2.2 million for the nonsense it critiques. so typical. lies and distorti

safetygary-marcus--x
10 May 2026
Safety

Oy. According to a new paper in The Lancet, the rate of made-up citations in biomedical papers has increased by more than 12x since 2023. ht…

DGX agent

Oy. According to a new paper in The Lancet, the rate of made-up citations in biomedical papers has increased by more than 12x since 2023. https://www.thelancet.com/journals/lancet/article/PIIS0140-673

safetygary-marcus--x
10 May 2026
Safety

Remarkable numbers here. Goldman Sachs: 'The consensus of analysts is now for the mega-cap US hyperscalers to spend $755 billion on capex in…

DGX agent

Remarkable numbers here. Goldman Sachs: 'The consensus of analysts is now for the mega-cap US hyperscalers to spend $755 billion on capex in 2026, representing growth of +83% vs. 2025. This capex is e

safetygary-marcus--x
10 May 2026
Safety

> shipped the agent > opened the dashboard > latency: fine > error rate: fine > users: unhappy > checked the responses > technically correct…

DGX agent

> shipped the agent > opened the dashboard > latency: fine > error rate: fine > users: unhappy > checked the responses > technically correct > wrong tool called 3 steps earlier > no trace to follow >

safetyharrison-chase--x
10 May 2026
Safety

Terence Tao - 'AI tools are like taking a helicopter to drop you off at the site. You miss all the benefits of the journey itself. You just …

DGX agent

Terence Tao - 'AI tools are like taking a helicopter to drop you off at the site. You miss all the benefits of the journey itself. You just get right to the destination, which actually was only just a

safetygary-marcus--x
10 May 2026
Safety

wondering if @embirico has numbers on what % of codex users use this mode and how much it has gone up over the last month its a decent proxy…

DGX agent

The post asks about user engagement metrics for a specific mode within Codex, requesting data on what percentage of users utilize it and how adoption has changed over the past month. The author sugges

safetyswyx--x
10 May 2026
Safety

Wow! Wonder how many people on this site hyped this paper – and how many of them will walk back their hype now that the paper has been retra…

DGX agent

Wow! Wonder how many people on this site hyped this paper – and how many of them will walk back their hype now that the paper has been retracted. A year-old nature paper that advocated the use of Chat

safetygary-marcus--x
10 May 2026
Safety

1. take mostly horizontal part 2. infer vertical

DGX agent

This post likely discusses a cognitive or computational principle where one should primarily focus on horizontal (broad, general, or foundational) aspects of a problem or system, then use inference or

safetygary-marcus--x
9 May 2026
Safety

but as noted here, not zero threat, either:

DGX agent

but as noted here, not zero threat, either: The detailed investigation of a prior hantavirus human-human transmission event has evidence of airborne transmission of Andes strain: Patient 1 --> Patient

safetygary-marcus--x
9 May 2026
Safety

@GaryMarcus The symbolic tools point is underrated. If harnesses and verification are doing the heavy lifting, that changes the scaling stor…

DGX agent

Gary Marcus discusses how symbolic tools and verification methods may be undervalued in AI development, suggesting that if harnesses and verification systems are performing the primary computational w

safetygary-marcus--x
9 May 2026
Safety

GM agrees to pay $12.75M to resolve a California investigation into claims that it illegally sold the location and driving data of OnStar subscribers to brokers (David Shepardson/Reuters)

DGX agent

David Shepardson / Reuters: GM agrees to pay 12.75M to resolve a California investigation into claims that it illegally sold the location and driving data of OnStar subscribers to brokers — GM (GM.N)

safetytechmeme
9 May 2026
Safety

Hey @JosephJacks_ $10,000 says your 2030 prediction is wrong. DM to arrange details if you are in. cc @DavidSacks

DGX agent

Gary Marcus publicly challenged Joseph Jacks with a $10,000 bet regarding a prediction Jacks made about 2030, requesting direct message contact to formalize the wager. The challenge was posted on X (f

safetygary-marcus--x
9 May 2026
Safety

🤣. If this projection comes true, Anthropic might actually make $2 trillion/a year!

DGX agent

Gary Marcus shares a humorous projection suggesting Anthropic could potentially reach $2 trillion in annual revenue if certain growth assumptions materialize. The post likely comments on AI industry r

safetygary-marcus--x
9 May 2026
Safety

🌷 If X had been around during the Dutch tulip craze🌷 1. Prices would have gone even higher before the crash 2. Tweets saying “there’s no b…

DGX agent

🌷 If X had been around during the Dutch tulip craze🌷 1. Prices would have gone even higher before the crash 2. Tweets saying “there’s no bubble” would have gone viral. 3. Prices still would have crash

safetygary-marcus--x
9 May 2026
Safety

Is there a version of the bull case that spells out where the multitrillion dollar revenue will come from that doesn’t ultimately revolve ar…

DGX agent

Is there a version of the bull case that spells out where the multitrillion dollar revenue will come from that doesn’t ultimately revolve around “trust me bro”? (And does it factor in the inevitable p

safetygary-marcus--x
9 May 2026
Safety

Questions people will be writing about in the coming years: • Was it a Ponzi scheme? • Why didn’t more people worry about the circular finan…

DGX agent

Questions people will be writing about in the coming years: • Was it a Ponzi scheme? • Why didn’t more people worry about the circular financing? • Why were investors so blasé about the lack of profit

safetygary-marcus--x
9 May 2026
Safety

Sorry, @peterwildeford, but this is wrong. Please don’t play along. The measurement “wall” you mention is hit ONLY if you don’t insist on re…

DGX agent

Sorry, @peterwildeford, but this is wrong. Please don’t play along. The measurement “wall” you mention is hit ONLY if you don’t insist on reliability. If you demanded 95% accuracy on the task, the sys

safetygary-marcus--x
9 May 2026
Safety

💯. there was actually a study about that by @dkroy and @sinanaral in Science in 2018: fake news travels faster than true news.

DGX agent

A 2018 study by D.K. Roy and Soroush Vosoughi published in Science found that false information spreads faster on social media platforms than accurate information. The research demonstrates a quantifi

safetygary-marcus--x
9 May 2026
Safety

“There's too much confusion I can't get no relief”

DGX agent

This post likely references the famous opening lyric from The Rolling Stones' 'Satisfaction' (1965) as a commentary on contemporary issues, possibly relating to AI confusion, information overload, or

safetygary-marcus--x
9 May 2026
Safety

“too big too fail”, redux

DGX agent

Gary Marcus discusses the 'too big to fail' concept in the context of AI systems, likely examining how large AI companies or models may pose systemic risks that make them difficult to regulate or shut

safetygary-marcus--x
9 May 2026
Safety

'Trump’s most lethal policy will almost surely be his 71% cut in humanitarian aid from 2024 to 2025....The aid cuts cost more than 750,000 l…

DGX agent

'Trump’s most lethal policy will almost surely be his 71% cut in humanitarian aid from 2024 to 2025....The aid cuts cost more than 750,000 lives worldwide in their first year' and 'will cost 9.4M live

safetyyann-lecun--x
9 May 2026
Safety

Wanna get a million views? Make stuff up. Take a tiny tiny bit of truth and distort it wildly. Consider the tweet below, 1.4M views. Take th…

DGX agent

Wanna get a million views? Make stuff up. Take a tiny tiny bit of truth and distort it wildly. Consider the tweet below, 1.4M views. Take the chess thing. The paper that is linked doesn’t actually say

safetygary-marcus--x
9 May 2026
Safety

'50 percent of Americans told the Pew Research Center last year they were more concerned than excited about what’s to come from A.I. Only 10…

DGX agent

'50 percent of Americans told the Pew Research Center last year they were more concerned than excited about what’s to come from A.I. Only 10 percent said they were more excited. That is a yawning gap

safetygary-marcus--x
8 May 2026
Safety

Asking for HTML explanations of things is pretty neat, I tried it just now with the obfuscated Python POC for the new http://copy.fail Linux…

DGX agent

Asking for HTML explanations of things is pretty neat, I tried it just now with the obfuscated Python POC for the new http://copy.fail Linux vulnerability: https://simonwillison.net/2026/May/8/unreaso

safetysimon-willison--x
8 May 2026
Safety

“Combined free cash flow across Microsoft, Alphabet, Amazon, Meta, and Oracle is projected to FALL more than -70%, to ~$100 billion, by the …

DGX agent

“Combined free cash flow across Microsoft, Alphabet, Amazon, Meta, and Oracle is projected to FALL more than -70%, to ~100 billion, by the end of …. AI capital expenditure is consuming nearly every do

safetygary-marcus--x
8 May 2026
Safety

EU warns that VPNs are being used to bypass online age-verification systems, calling their use 'a loophole in the legislation that needs closing' (Alex Lekander/CyberInsider)

DGX agent

Alex Lekander / CyberInsider: EU warns that VPNs are being used to bypass online age-verification systems, calling their use “a loophole in the legislation that needs closing” — The European Parliamen

safetytechmeme
8 May 2026
Safety

Great news for the AI industry: market cap continues to be inversely correlated with burn rate! Why make a profit, when you can just forecas…

DGX agent

Gary Marcus critiques the AI industry's financial model, noting that companies with high burn rates continue to see rising market valuations despite unprofitable operations. The post sarcastically que

safetygary-marcus--x
8 May 2026
Safety

Happy to see that The White House has finally realized that the Andreessen-Sacks zero regulation approach to AI was going to blow up in the …

DGX agent

Happy to see that The White House has finally realized that the Andreessen-Sacks zero regulation approach to AI was going to blow up in the their face. Also glad to see them finally consider the kind

safetygary-marcus--x
8 May 2026
Safety

Holy AI “fact checking” disaster

DGX agent

Holy AI “fact checking” disaster We are in deep, deep trouble. A reader wrote in to me this week saying that they wouldn't read my Trump corruption story because ChatGPT 'fact-checked the piece' and i

safetygary-marcus--x
8 May 2026
Safety

I warned you early that covid-19 could get really serious. Hantavirus is not as easily transmitted; not likely to be the same level of threa…

DGX agent

I warned you early that covid-19 could get really serious. Hantavirus is not as easily transmitted; not likely to be the same level of threat. Nearly 40 cruise passengers exposed to a deadly virus may

safetygary-marcus--x
8 May 2026
Safety

i wish i could fast forward five years to see how badly this all turned out. it’s painful to watch.

DGX agent

i wish i could fast forward five years to see how badly this all turned out. it’s painful to watch. “Combined free cash flow across Microsoft, Alphabet, Amazon, Meta, and Oracle is projected to FALL m

safetygary-marcus--x
8 May 2026
Safety

I'm so grateful to all the insanely talented people I got to work with on alignment over the years. It's a real privilege to work with peopl…

DGX agent

Jan Leike expresses gratitude for collaborators he has worked with on AI alignment research throughout his career. The post, shared on X (Twitter), reflects on the privilege of working with talented i

safetyjan-leike--x
8 May 2026
Safety

It’s honestly painful to root for Elon in the trial, given the kind of person he has become.

DGX agent

It’s honestly painful to root for Elon in the trial, given the kind of person he has become. Elon Musk’s DOGE “blatantly used” race, gender and other protected characteristics to execute the largest m

safetygary-marcus--x
8 May 2026
Safety

Judge rules DOGE used ChatGPT in a way that was both dumb and illegal https://www.theverge.com/policy/927071/doge-chatgpt-grants-canceled

DGX agent

A judge ruled that the Department of Government Efficiency (DOGE) violated regulations by using ChatGPT to process grant applications in an unauthorized manner, determining the practice was both incom

safetygary-marcus--x
8 May 2026
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