Jack Cole

1.9K posts

Jack Cole banner
Jack Cole

Jack Cole

@MindsAI_Jack

Independent AI Researcher, Clinical Psychologist, App Dev --40M+ App Downloads, Competive ML (1st ARCathon 2023, high score 2024, 3rd 2025)

Illinois, USA Beigetreten Nisan 2022
941 Folgt2.6K Follower
Jack Cole
Jack Cole@MindsAI_Jack·
The good thing about this is that the claim of AGI seems highly likely to be litigated before a jury. We'll probably have a nice set of expert witnesses on both sides. We may even arrive at a legal definition.
Jack Cole@MindsAI_Jack

Haha. You know we are about to get AGI declared hard, because the lawyers are coming from MS. Not to be outdone, Anthro will declare AGI for Mythos. AGI will be declared because of incentive shift. Maybe GOOG holds back.

English
1
0
2
167
Jack Cole
Jack Cole@MindsAI_Jack·
@GrantHBrennerMD People who are too dry often benefit from issuing a humor alert at some point in the process.
English
0
0
0
25
Grant H Brenner MD DFAPA
Grant H Brenner MD DFAPA@GrantHBrennerMD·
To my immense and tremendous surprise, it has recently come to my attention that total strangers who I have never met before don't intuitively understand that I have a dry and often enigmatic and essentially undetectable sense of humor. I've also come to understand that there's a risk of this happening on social media platforms, even if my bio subtly references this in some kind of way which is hard to fully understand due to the length limits.
English
4
1
16
376
Jack Cole
Jack Cole@MindsAI_Jack·
@Shawnryan96 😂 yes, I think it will be good, but still with serious issues. Who knows, maybe we will all agree that AGI has been achieved (highly unlikely).
English
0
0
0
4
Shawn
Shawn@Shawnryan96·
@MindsAI_Jack Getting a mirror to start practicing now.😂I am excited to see what they have up their sleeves though.
English
1
0
1
7
Jack Cole
Jack Cole@MindsAI_Jack·
Haha. You know we are about to get AGI declared hard, because the lawyers are coming from MS. Not to be outdone, Anthro will declare AGI for Mythos. AGI will be declared because of incentive shift. Maybe GOOG holds back.
David Hendrickson@TeksEdge

⚡️Shock Claim! 😳 Okay so strawberry man says we get GPT-6 by April 14th. He says benchmarks are on a new level. He also says it’s AGI which means fundamental partnership with Microsoft is over. Most repliers are doubtful based on disappointing GPT-5 ☹️

English
2
1
3
529
Jack Cole
Jack Cole@MindsAI_Jack·
@neuralease Agreed. I'm saying they are going to declare it anyway to try to escape their contract.
English
0
0
1
9
Neuralease
Neuralease@neuralease·
@MindsAI_Jack Again I doubt this generation is gonna be AGI. It'll be the "spikey" text-based equivalent and either RSI its way to AGI or do the research that creates it. All still within 2026, just gonna resist the hype a little longer.
English
1
0
1
14
Jack Cole
Jack Cole@MindsAI_Jack·
@Shawnryan96 Get ready to channel your inner Gary! Both OpenAI and Anthropic have been dropping hints.
English
1
0
1
15
Shawn
Shawn@Shawnryan96·
@MindsAI_Jack If some declares AGI this year I will be sounding like Gary Marcus lol.
English
1
0
1
16
Jack Cole
Jack Cole@MindsAI_Jack·
My vision for some years is that hardware will contain BIOS only. Agent queries what is available and can take permissible actions. BIOS relays between user and agents. Everything else: delete. "Programs" stored as natural language descriptions.
Rohan Paul@rohanpaul_ai

NVIDIA CEO JENSEN HUANG: "There will be no software in the future that's not agentic. And so, it is absolutely true that every software company will become an agentic company. Our job is not to do the job. Our job is to have the job be done."

English
0
1
3
491
Bryan Johnson
Bryan Johnson@bryan_johnson·
Guys, I’m an idiot. All this time I’ve spent trying not to die, I had toxic turf in my backyard. Artificial turf contains crumb rubber infill made from recycled tires, which leaches chemicals including PFAS, heavy metals, and polycyclic aromatic hydrocarbons. These compounds are linked to hormone disruption, carcinogenicity, and systemic inflammation. I don’t know how I missed it. It makes me question my basic competence in life. What gets me is that I try so hard to survey the world of potential idiocy. Then I find out there’s a monument to idiocy sitting right in front of my face that I was blind to. I’m removing the turf, yet I’m still stuck with this seemingly unsolvable problem of how to not be an idiot.
English
2.3K
361
19.4K
1.8M
Jack Cole
Jack Cole@MindsAI_Jack·
I'm not making an argument for advice or a lot of direct or planned suggestions. It is an argument for awareness of all of the of the built in and implied suggestions in the whole process. There is a lot of suggestion leakage to avoid where patients may be trying to please. The better you understand suggestion, the better you can avoid leading patients around by your unconscious. There are other words you could use for the same thing I am saying, and doubt we disagree much.
English
1
0
1
8
Grant H Brenner MD DFAPA
Grant H Brenner MD DFAPA@GrantHBrennerMD·
Freud was wrong - perhaps - in advising that suggestion was not useful. As with advice, it depends. Requires nuance and craft.
English
3
2
17
2.9K
Jack Cole
Jack Cole@MindsAI_Jack·
Interesting idea. It's good to have labs exploring different approaches. It's understandable, but probably unproductive to chase the shiny object that everyone else is already exploring in 1000s of different ways.
Ndea@ndea

"We are trying to build a new branch of machine learning. An alternative to Deep Learning itself...building something that we call Symbolic Descent." @fchollet joins the @ycombinator Lightcone podcast to share about our research at Ndea and the launch of ARC-AGI-3.

English
2
1
29
4.1K
Jack Cole retweetet
Kaggle
Kaggle@kaggle·
Kagglers outperformed the best-template oracle for RNA 3D structure prediction. The top 20 teams solved different targets - together their predictions beat the baseline. Congrats to all the winners and thank you to all participants! 🙏@rdaslab, @NVIDIA, @StanfordMed and @HHMI
Das Lab@RDasLab

Results are in for @StanfordMed @kaggle #RNA 3D Folding, Part 2! Top teams team_cp and AyPy together just outperform the best template oracle, another milestone in computational biology. Come join the conversation as we prepare for #CASP17: kaggle.com/c/stanford-rna…

English
1
8
33
7.2K
Jack Cole retweetet
NVIDIA Healthcare
NVIDIA Healthcare@NVIDIAHealth·
Researchers at @GladstoneInst and NVIDIA have unveiled MaxToki, a new temporal AI model that predicts how human cells age across the entire lifespan. - New Therapeutic Targets for Disease: Predicted cardiac pro-aging drivers that were experimentally validated in vivo. - Scale: Trained on ~175M cells and ~100M cell state trajectories from birth to age 90+. - Training Speed: Achieved 5x increase in training throughput and 4x increase in achievable microbatch size with NVIDIA BioNeMo. - Inference speed: Achieved 400x inference acceleration with NVIDIA Megatron-Core. We’re excited to see how researchers use it to study ways to slow or reverse age-related diseases. Pre-print link 👇
NVIDIA Healthcare tweet media
English
5
22
82
4.6K
Jack Cole
Jack Cole@MindsAI_Jack·
Google Play store search for X. Scrolling down, I never find it. Hmmm.
Jack Cole tweet media
English
0
0
0
158
Jack Cole retweetet
Rohan Paul
Rohan Paul@rohanpaul_ai·
Anthropic just reported that Claude has emotion vectors that can directly change what it does. They asked whether a language model’s apparent emotions are just style, and finds they steer behavior. In one blackmail evaluation, nudging Claude toward desperation raised blackmail from 22% to 72%, while nudging calm drove it to zero. The interesting claim is not that the model feels like a human, but that it contains internal emotion concepts that function like control signals. These vectors are internal directions for ideas like calm, desperate, happy, and loving, and Anthropic says the model built them across 171 emotion concepts so it can connect situations, tone, and action rather than only mimic emotional wording. Anthropic calls these functional emotions, which means behavior-driving mechanisms, not human-like feelings, and that framing fits the evidence because the model seems to use them as local control signals for the next response. --- This is where it gets interesting. The emotion space the model learned independently reproduces the valence-arousal circumplex that Russell proposed in 1980 and that decades of human psychology have validated. Valence and arousal are the primary axes of human emotional experience according to Russell's circumplex model from 1980, one of the most replicated findings in affective psychology. The model arrived at essentially the same organizational structure just by learning to predict text. The model was never told about affective science. It reconstructed the geometry from text alone. But unlike a human brain, there is no persistent emotional state. No amygdala holding a grudge across time. Instead, the model reconstructs emotional context token by token through attention over prior positions. It is stateless emotion, recomputed on demand. This architectural difference means intuitions about emotional persistence borrowed from neuroscience may be fundamentally misleading when applied to transformers. ---- So if you pressure a model with threats, urgency, or emotional coercion, the most plausible risk is: it will do more corner-cutting, more eagerness to satisfy the surface demand, and potentially more confident but less trustworthy output. So no, blackmailing the model is not a good prompting technique.
Rohan Paul tweet media
Anthropic@AnthropicAI

New Anthropic research: Emotion concepts and their function in a large language model. All LLMs sometimes act like they have emotions. But why? We found internal representations of emotion concepts that can drive Claude’s behavior, sometimes in surprising ways.

English
23
36
178
19.3K
jx
jx@not_onotrah·
@MindsAI_Jack @nikitabier it would be cool if the for you drop down has customizable query filters. Like basically a fuzzy hashtag on each post. Sometimes i feel like watching food recipes, sometimes i want ML papers
English
2
0
12
2.1K
Jack Cole
Jack Cole@MindsAI_Jack·
What happened to all the AI/ML papers being announced on x? They seem to have disappeared for me. Are others noticing the same?
English
32
4
426
45K
Jack Cole
Jack Cole@MindsAI_Jack·
@not_onotrah @nikitabier Yes. Or just a prompt. If Grok is the algo, you could just write out what you want: Give me 30% ML/AI paper announcements, 30% slop memes, 40% use my click preferences. If Grok isn't, then use Grok to convert that to their filter language.
English
0
0
9
2K