Leib Gruber @LeibGruber
https://t.co/5zK5Dagf8p lost in mental space Joined May 2010-
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How I explained it to 12 yo: Lucifer thought he was assistant regional manager, but actually he was just the assistant to the regional manager.
My prediction. In an age of lazy humans & ChatGPT authentic writing & ideas will become the real gold.
Highest alpha secret in AI right now: If you provide ~10 examples to Claude 3 Haiku… it’ll often outperform Claude 3 Opus, and far outperform GPT-4 at a fraction of the cost, with blazing fast speeds
Why is connectivity so central to complex systems? Because it captures most of the systems-level universal properties of complexity. Here's a review paper by @GeogDurham Laura Turnbull and co. that explores this across systems and scales @Ecohydrology link.springer.com/article/10.100…
Pure mathematics is just applied mathematics applied to mathematics
"People will do anything, no matter how absurd, in order to avoid facing their own Soul."
xAI release Grok-1 release the base model weights and network architecture of Grok-1, our large language model. Grok-1 is a 314 billion parameter Mixture-of-Experts model trained from scratch by xAI.
Anyone else connecting these dots in general? Any other scientifically grounded ideas for the development of multicellular life? Understanding this is a precursor for the bigger question that needs answering: If bacteria was not formed on Earth, then where did it originate?
It doesn't take a whole lot of pondering to figure out that the thesis "humans only seem smart because they're 'trained' on huge amounts of 'data' via their visual system (almost like LLMs!)" doesn't hold any water. For instance -- congenitally blind people are not less…
Now out in @Nature: Artificial Intelligence and Illusions of Understanding in Scientific Research, coauthored with the brilliant @lmesseri and edited by the supremely talented @meharpist Link: nature.com/articles/s4158… Open version: rdcu.be/dAv39 🧵
Beautiful work / attention to detail trying to get Gemma to finetune correctly. There are so many foot guns here to be super careful with. All of these issues don't throw any errors, they silently make your network worse. A great example of what I wrote about in my "A Recipe for…
Beautiful work / attention to detail trying to get Gemma to finetune correctly. There are so many foot guns here to be super careful with. All of these issues don't throw any errors, they silently make your network worse. A great example of what I wrote about in my "A Recipe for…
Current AI = extracting and operationalizing human-generated abstractions Intelligence = proficiency in creating your own abstractions to make sense of novel situations (i.e. skill-acquisition efficiency) x.com/fchollet/statu…
Current AI = extracting and operationalizing human-generated abstractions Intelligence = proficiency in creating your own abstractions to make sense of novel situations (i.e. skill-acquisition efficiency) x.com/fchollet/statu…
I’m excited to announce Craftax, a new benchmark for open-ended RL! ⚔️ Extends the popular Crafter benchmark with Nethack-like dungeons ⚡Implemented entirely in Jax, achieving speedups of over 100x 1/
LLMs are great, but their internals are less explored. I'm excited to share very interesting findings in paper “Massive Activations in Large Language Models” LLMs have very few internal activations with drastically outsized magnitudes, e.g., 100,000x larger than others. (1/n)
it's actually crazy how much better triangle notation is than the standard notation
it's actually crazy how much better triangle notation is than the standard notation https://t.co/nYv4NY9CvP
Diffusion models are surprisingly good at solving algorithmic tasks. With @francoisfleuret and @EvannCourdier, we use discrete diffusion to find shortest paths in mazes represented as images. 1/5
Microsoft presents The Era of 1-bit LLMs All Large Language Models are in 1.58 Bits Recent research, such as BitNet, is paving the way for a new era of 1-bit Large Language Models (LLMs). In this work, we introduce a 1-bit LLM variant, namely BitNet b1.58, in which every single…
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Interesting how in all these domains AI is asymptoting at roughly human performance - where's the AI zooming past us to superintelligence that Kurzweil etc. predicted/feared?
When today's events become part of history books (& textbooks), many currently prominent people will be the villains. The point is obvious but idiots don't think dynamically.
is there a word for when you suddenly realize how naive your model of the world is?
I suppose the good thing about people tweeting this meme is it keeps my ego in check...
Are you doing the AI Math Olympiad competition on Kaggle? Here's a notebook to get you started with Gemma 2B with KerasNLP: kaggle.com/code/awsaf49/a…
We have just released 🍷 FineWeb: 15 trillion tokens of high quality web data. We filtered and deduplicated all CommonCrawl between 2013 and 2024. Models trained on FineWeb outperform RefinedWeb, C4, DolmaV1.6, The Pile and SlimPajama!
I’m an academic anarchist. I don’t conform. I have my own ideas & thoughts. I value creativity. Stop making me feeling guilty for being an individual because I don’t fit in your small little perfect box of boring.
@Will_Bunch Anti-nuclear protestors gave us climate change.
No slow downs, only acceleration!
DBRX, Mixtral 8x22B, Llama-3 all released within weeks. The open-source AI scene shows no sign of slowing down. 🔥
Wrenching news: Dan Dennett has died. He's been a great friend and incredible inspiration for me throughout my career. I will miss him enormously. dailynous.com/2024/04/19/dan…
🥁 Llama3 is out 🥁 8B and 70B models available today. 8k context length. Trained with 15 trillion tokens on a custom-built 24k GPU cluster. Great performance on various benchmarks, with Llam3-8B doing better than Llama2-70B in some cases. More versions are coming over the next…
I went on the People of AI podcast to talk about AGI, Keras 3, and a bunch of other things. Check it out! youtube.com/watch?v=oe6fux…
Ugh, this aged horribly well.
Something I taught 13 yo: Occupiers generally end up committing atrocities. Resistance fighters kill occupying soldiers and then vanish. Unable to reach them, the occupiers kill people they can reach, who are often noncombatants.
Time for my favorite Dr. King quote.
Whatever your cause, if you damage art or block traffic to "draw attention" to it, you're actually hurting it, because you alienate everyone who'd been neutral up to this point.
One pattern I’ve noticed in all miserable people: They overthink and underact. The system I use to escape the cold, dark prison of overthinking: