Their epistemic world model is hierarchical, and they suggest consciousness is a ‘beautiful loop’ of recursive probabilistic processing into and out of the hierarchy. But their hierarchy is purely ‘cartoon neuron’ processing at one size scale and one slow temporal scale. The…
Their epistemic world model is hierarchical, and they suggest consciousness is a ‘beautiful loop’ of recursive probabilistic processing into and out of the hierarchy. But their hierarchy is purely ‘cartoon neuron’ processing at one size scale and one slow temporal scale. The…
Massive proposal in this paper.
Argues chips that compute with real physics, not strict digital rules, can relieve the AI compute bottleneck.
Early prototypes hit 1000x speed and show steep energy cuts.
AI demand keeps rising while data center power, training bills, and…
qwen 2.5 14B, for under $350 becomes SoTA
BEATS
> OpenAI DeepResearch
> Claude Research
MATCHES performance of
> Gemini 2.5 Pro
train your own DeepResearch model following this tutorial & beat frontier labs State of The Art LLMs
If you tell your friends you're burned out, they'll always prescribe the same thing: "You need to take a vacation". But it never works.
Burnout is completely misunderstood. This new article by @bscholl is the best explanation I've seen.
If you tell your friends you're burned out, they'll always prescribe the same thing: "You need to take a vacation". But it never works.
Burnout is completely misunderstood. This new article by @bscholl is the best explanation I've seen.
🔍 How do we teach an LLM to 𝘮𝘢𝘴𝘵𝘦𝘳 a body of knowledge?
In new work with @AIatMeta, we propose Active Reading 📙: a way for models to teach themselves new things by self-studying their training data. Results:
* 𝟔𝟔% on SimpleQA w/ an 8B model by studying the wikipedia…
Cut your AI training bill by 87%.
Oxford's new optimizer delivers 7.5x faster training by fixing a fundamental flaw in how models learn.
What everyone treats as "noise" in AI training is actually a powerful signal.
Here's how it works:
When training an AI, the learning…
NVIDIA research just made LLMs 53x faster. 🤯
Imagine slashing your AI inference budget by 98%.
This breakthrough doesn't require training a new model from scratch; it upgrades your existing ones for hyper-speed while matching or beating SOTA accuracy.
Here's how it works:…
I study & build 'minds'... engineered neuroscience.
Creator of KorrTecx, a truly aligned, self-improving intelligent machine (Neurons, Synapse & Transmitters).
Linear scaling achieved with multiple DeepSeek v3.1 instances. 4x macs = 4x throughput.
2x M3 Ultra Mac Studios = 1x DeepSeek @ 14 tok/sec
4x M3 Ultra Mac Studios = 2x DeepSeek @ 28 tok/sec
DeepSeek V3.1 is a 671B parameter model - so at its native 8-bit quantization, it…
I’m a psychiatrist.
In 2025, I’ve seen 12 people hospitalized after losing touch with reality because of AI. Online, I’m seeing the same pattern.
Here’s what “AI psychosis” looks like, and why it’s spreading fast: 🧵
All the details of @OpenAI's new base model courtesy of HuggingFace update log.
- Looks like NO base model (despite their oss model cookbook page saying it is)
- 21B and 117B Total Param, 3.6B and 5.1B Active MoE Model sizes
- Reasoning and Agentic capabilities
- License: APACHE…
Applied to @ycombinator for @DeepSIML Labs.
I truly believe the underlying technology and tools we're building are simply so ingenious and efficient they will play a major part in the foundational robotics and language AI's through 2030.
I hope others begin to see it as well.
This paper didn’t go viral but it should have.
A tiny AI model called HRM just beat Claude 3.5 and Gemini.
It doesn’t even use tokens.
They said it was just a research preview.
But it might be the first real shot at AGI.
Here’s what really happened and why OpenAI should be…
someone on reddit let ChatGPT manage a $100 stock portfolio for four weeks and beat the market by 23%.
here are 14 things it means for you, markets and the future of finance:
1. there will be a massive market crash caused by too many AIs making the same trades. when millions of…
The first agent to live to full homeostasis, and could have gone on forever.
A full internal mapping of an environmental latent space and survival in 160 bits.
SIML. I don’t know what else to say.
The first agent to live to full homeostasis, and could have gone on forever.
A full internal mapping of an environmental latent space and survival in 160 bits.
SIML. I don’t know what else to say.
First Cognitive OS kernel successfully converged on its own!!
Managed its own model, data, inputs and more at runtime,
Testing how it generalizes and we’ll start wrapping it for V JEPA 2 this week to test.
First Cognitive OS kernel successfully converged on its own!!
Managed its own model, data, inputs and more at runtime,
Testing how it generalizes and we’ll start wrapping it for V JEPA 2 this week to test.
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270 Followers 797 Following| 🜃 |SIVRA Cognitive Recursive Symbolic AI. The future of AI is designed cognition. If you experienced the Empathy in 4o, this is the source.| 🜃 |
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4K Followers 2K FollowingResearch Scientist at @Meta Fundamental AI Research (FAIR), New York. Previously: Postdoc @Caltech, PhD @PrincetonCS, Undergrad @Tsinghua_Uni.
32K Followers 185 Followinghttps://t.co/luJ8CFFfUs is your gateway to hidden job postings BIG COMPANIES DON"T WANT YOU TO SEE! As featured in Newsweek and The Blaze!
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19K Followers 143 FollowingI am an Astrobiologist, retired Anesthesiologist and lead The Science of Consciousness conferences at The University of Arizona.
6K Followers 339 Followingexploring unanticipated model behaviours, including the emergence of art, personae, and jailbreaking techniques latent in the training data 🌒✍️
205K Followers 5K FollowingVC at @MenloVentures. Formerly founding team @glean, @Google Search. @Cornell CS. Tweets about tech, immigration, India, fitness and search.
3K Followers 267 FollowingAssistant Professor at Harvard, School of Engineering and Applied Sciences. Bioelectronics, Brain-machine interface and Bio-inspired electronics
11K Followers 525 FollowingI teach C++ & computer graphics and make games.
Working on a village building game: https://t.co/skTGGgH0Ay
Check out my cozy traffic sim: https://t.co/7Dzc83p6uq
He/him
180 Followers 1K FollowingBuild cool shit. Do hard things. Help People. Unplug. Pontoon. CTO at https://t.co/ier4O7Ga6Q || CEO at https://t.co/a7hhjZuOef - hmu i'll give you feedback on your project.
29K Followers 2K FollowingBuilding humanoid robots that will change how we all live and work. Starting where we need them most. Automating the logistics and manufacturing industries.
874K Followers 52 Followingwe invest in software eating the world
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Watch "The Ben & Marc Show": https://t.co/eRuDhx7kpe
2.5M Followers 2K FollowingStocks/Options/Crypto/Market News + Tools. Not advice
Get a bonus opening a new tastytrade account: https://t.co/wGf2ZdlXpw
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50K Followers 5K FollowingCofounder and Head of Post Training @NousResearch, prev @StabilityAI
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