Futurist. AGI/ASI by 2030. Posting about AI,AGI,ASI, Singularity, Post Scarcity, LEV,tech & sci progress. 300 000BC - 2029 = Dark Ages. 2030 - Golden Age Begins
Joined January 2022
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This is insane.
New AI model from Samsung, 10,000x smaller than DeepSeek and Gemini 2.5 Pro just beat them on ARC-AGI 1 and 2
Samsung’s Tiny Recursive Model (TRM) is about 10,000x smaller than typical LLMs yet smarter because it thinks recursively instead of just predicting text. It first drafts an answer, then builds a hidden "scratchpad" for reasoning, repeatedly critiques and refines its logic (up to 16 times), and produces improved answers each cycle.
This approach shows that architecture and reasoning loops (not just size), can drive intelligence. It enables powerful, efficient models that run cheaply, validate neuro symbolic ideas, and open highest quality reasoning to far more applications.
Acceleration is everywhere
My brain broke when I read this paper.
A tiny 7 Million parameter model just beat DeepSeek-R1, Gemini 2.5 pro, and o3-mini at reasoning on both ARG-AGI 1 and ARC-AGI 2.
It's called Tiny Recursive Model (TRM) from Samsung.
How can a model 10,000x smaller be smarter?
Here's how it works:
1. Draft an Initial Answer: Unlike an LLM that writes word-by-word, TRM first generates a quick, complete "draft" of the solution. Think of this as its first rough guess.
2. Create a "Scratchpad": It then creates a separate space for its internal thoughts, a latent reasoning "scratchpad." This is where the real magic happens.
3. Intensely Self-Critique: The model enters an intense inner loop. It compares its draft answer to the original problem and refines its reasoning on the scratchpad over and over (6 times in a row), asking itself, "Does my logic hold up? Where are the errors?"
4. Revise the Answer: After this focused "thinking," it uses the improved logic from its scratchpad to create a brand new, much better draft of the final answer.
5. Repeat until Confident: The entire process, draft, think, revise, is repeated up to 16 times. Each cycle pushes the model closer to a correct, logically sound solution.
Why this matters:
Business Leaders: This is what algorithmic advantage looks like. While competitors are paying massive inference costs for brute-force scale, a smarter, more efficient model can deliver superior performance for a tiny fraction of the cost.
Researchers: This is a major validation for neuro-symbolic ideas. The model's ability to recursively "think" before "acting" demonstrates that architecture, not just scale, can be a primary driver of reasoning ability.
Practitioners: SOTA reasoning is no longer gated behind billion-dollar GPU clusters. This paper provides a highly efficient, parameter-light blueprint for building specialized reasoners that can run anywhere.
This isn't just scaling down; it's a completely different, more deliberate way of solving problems.
Will advanced aliens contact us before 2030 or after? Do you believe they exist, or are we the most advanced in our galaxy?
It's possible that Singularity happened eons ago, we're ultra advanced, almost god like beings already and current life is just some kind of full dive vr simulation of the past, kind of entertainment we enjoy.
One of the few things I’d prefer to be done by humans rather than machines. Some jobs won’t vanish even after the Singularity, not because machines won’t be able to do them, but because we’ll choose to keep them the old fashioned way.
Another one will likely be bartenders. I prefer to be served and have a small talk with a human rather than be served by an automated pouring machine.
Even in the Star Trek world, bartenders still exist.
Well, it's Saturday.
A perfect moment to watch a robot giving you a new haircut, right? 💇🏼♂️
This robot created by Shane Wighton will not only do a great haircut or trim the sides but is also able to chat with you.
During the pandemic, the creator of StuffMadeHere built this robot to give himself a haircut. It offers different types of hairstyles and uses scissors. Parts of the robot were printed using a 3D printer.
Fantastic design, but further down the line I'm wondering if I'm brave enough to let the robot give me a trim.
Probably not yet.
I would like to know more details about the safety and reliability of the system.
P.S. What are your honest thoughts on this project?
"In animal models, evidence suggests that UA may even prolong lifespan and provide some protection for the aging brain."
"The supplement is based on a natural metabolite called urolithin A (UA), which is produced by gut bacteria after we eat foods like pomegranates, strawberries, raspberries, or certain nuts."
This is pretty amazing
Scientists May Have Found a Way to Rejuvenate the Immune System. New pill is Reversing Immune Aging in Humans in just few weeks. 👀
Swiss biotech Amazentis SA just showed exciting clinical results for its longevity compound Mitopure, a purified form of urolithin A, the so called "youth molecule".
In a 4 week human trial, participants taking Mitopure showed rejuvenated immune cells with a younger metabolic signature and stronger cellular activity.
The supplement was safe, well tolerated, and previously shown to boost muscle strength in older adults.
Scientists believe it may help counteract immune aging by promoting mitochondrial renewal, hinting at one of the most promising anti aging breakthroughs yet.
Few days ago skin and heart now immune system.
We will be able to rejuvenate all parts of human body by 2030s.
Don’t fear AI. Fear stagnation, fear a world that stops inventing, that settles for the present instead of designing the future.
One brings uncertainty, the other guarantees extinction.
Progress is the only real antidote to decay.
With the rate AI/robots capabilities are accelerating, it’s hard to imagine this trend will reverse and we’ll somehow start creating tens of millions of new jobs(for people), no matter what new industries emerge.
We’re automating intelligence itself, and it will eventually be able to do everything humans can do.
This technological revolution is fundamentally different from all previous ones.
"Our research reveals that the very indistinguishability of particles hides a source of entanglement we can access. Could nonlocality, then, be woven into the fabric of the universe itself? Everything seems to suggest that this is indeed the case, with the source of this extraordinary property lying in the seemingly simple postulate of the identical nature of particles of the same type,"
Mind blowing 🤯
Physicists from Poland Discover Nonlocality May Be Built Into Reality Itself, a Hidden Quantum Link That Could Redefine Teleportation and the Nature of Space
Polish theorists found that nonlocality, the mysterious "instant connection" between quantum particles, might not need entanglement or interaction at all.
It might come automatically just because identical particles (like all electrons, or all photons) are fundamentally indistinguishable.
In short:
Just existing as identical quantum particles might already create subtle, built in "connections" across space.
What this could mean for science & tech:
1. Quantum communication could get easier
If nonlocal connections are inherent, then maybe we won’t always need delicate entanglement setups.
That could lead to simpler, faster, or more stable quantum networks, where information "syncs" across particles more naturally.
2. Better quantum computing designs
Current quantum computers rely heavily on maintaining entanglement between qubits.
If identical particles already contain nonlocal correlations, future systems could tap into those natural links, making quantum computation more robust and energy efficient.
3. A new view of teleportation 👀
Quantum teleportation works today using entanglement.
But if nonlocality exists even without entanglement, it hints that there may be deeper layers of instant information transfer possible, perhaps one day enabling "non entanglement based teleportation."
👀
It does suggest that teleporting quantum states (and maybe later, macroscopic systems) could become simpler, more scalable, or more reliable.
4. New physics frontiers
If nonlocality is 'baked' into the universe at the level of particle identity, that’s a clue that spacetime itself might be emergent, not fundamental, maybe information comes first, and space is just how we perceive it.
That kind of idea is at the heart of many quantum gravity and simulation universe theories.
Big picture
This discovery doesn’t mean we can teleport people tomorrow, but it widens the path toward it.
If nature already encodes hidden, universe wide "quantum links" just through identity, then teleportation might someday use those existing connections instead of forcing them artificially.
It’s like realizing the cosmic wiring is already in place, we just need to learn how to plug into it.
I have an utterly insane discovery for you. Just found it. I’m writing an article now. I’ll post it soon. Get ready to be mind blown.
Huge AI news from Google
Google Research just unveiled a bold new ML paradigm that views a model as a stack of nested problems so it can keep learning new skills forever without forgetting the old ones, a huge leap toward AI that actually evolves like a brain. 👀
On tests of language modeling, long context reasoning and continual learning, Hope (self modifying architecture) outperformed traditional transformer architectures and older methods.
Big progress
Huge AI news from Google
Google Research just unveiled a bold new ML paradigm that views a model as a stack of nested problems so it can keep learning new skills forever without forgetting the old ones, a huge leap toward AI that actually evolves like a brain. 👀
On tests of language modeling, long context reasoning and continual learning, Hope (self modifying architecture) outperformed traditional transformer architectures and older methods.
Big progress