AI can learn fast… but forgets even faster.
Everyone’s amazed by how quickly AI models pick up patterns.
But no one talks about this:
"Once training ends, they stop learning.
Feed them something new? You retrain them — and they forget the old stuff."
That’s catastrophic forgetting — and it’s still one of AI’s biggest flaws.
Humans don’t need to start over every time we learn.
We adapt, grow, and remember.
AI doesn’t.
We still haven’t cracked lifelong learning — the ability to keep learning without erasing the past.
💡 One idea I believe in:
Plasticity-based local learning — like the brain, where each synapse learns and adapts continuously. No backprop. Just biology.
But what about you?
How would YOU build an AI that learns like a human — without forgetting?
Drop your take 👇
Everyone’s amazed by how quickly AI models pick up patterns.
But no one talks about this:
"Once training ends, they stop learning.
Feed them something new? You retrain them — and they forget the old stuff."
That’s catastrophic forgetting — and it’s still one of AI’s biggest flaws.
Humans don’t need to start over every time we learn.
We adapt, grow, and remember.
AI doesn’t.
We still haven’t cracked lifelong learning — the ability to keep learning without erasing the past.
💡 One idea I believe in:
Plasticity-based local learning — like the brain, where each synapse learns and adapts continuously. No backprop. Just biology.
But what about you?
How would YOU build an AI that learns like a human — without forgetting?
Drop your take 👇
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BeNN
This is soooo heartbreaking 💔💔 honestly it's completely unfair
Any Liverpool fan has felt this:
When you hear Jota is on the field.
When you see he's about to come on.
When the commentator says, "Jota is in the penalty box"—we all know it's going to be a goal.
When we desperately need to win or equalize, and everyone's underperforming, we Liverpool fans all think the same: Jota will do something.
When he's not on the field, we find ourselves praying like the coach can hear us—"Sub Jota in!"—because we know he's going to score. He’s always there when we need him. We believe in him.
Since I started watching football as a child, I’ve never seen anyone so clinical in front of goal—except maybe Harry Kane. That’s how good he is. I remember last year, a commentator said, "The best striker right now is Diogo Jota," and I shouted, "Hell yeah!" 💯
Those banger goals you scored made me go absolutely crazy with happiness.
People say, everything happens for a reason.
But I don’t see the reason for this. It feels so unfair. So cruel.
Wishing your family strength.
We will miss you and you will be remembered ♾️
#YNWA ❤️
When you hear Jota is on the field.
When you see he's about to come on.
When the commentator says, "Jota is in the penalty box"—we all know it's going to be a goal.
When we desperately need to win or equalize, and everyone's underperforming, we Liverpool fans all think the same: Jota will do something.
When he's not on the field, we find ourselves praying like the coach can hear us—"Sub Jota in!"—because we know he's going to score. He’s always there when we need him. We believe in him.
Since I started watching football as a child, I’ve never seen anyone so clinical in front of goal—except maybe Harry Kane. That’s how good he is. I remember last year, a commentator said, "The best striker right now is Diogo Jota," and I shouted, "Hell yeah!" 💯
Those banger goals you scored made me go absolutely crazy with happiness.
People say, everything happens for a reason.
But I don’t see the reason for this. It feels so unfair. So cruel.
Wishing your family strength.
We will miss you and you will be remembered ♾️
#YNWA ❤️
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The more I study AI, the more I feel backpropagation, while clever, misses something fundamental. The brain doesn't use gradients or loss functions — it learns through local interactions, trial and error, and synaptic plasticity. That’s how it adapts on the fly, learns from a few examples, and remembers for years. AI, in comparison, still feels rigid and artificial.
I’m becoming more convinced that mimicking biology is the real path forward. Plasticity-based learning, inspired by how neurons and synapses actually behave, seems far more promising than endlessly scaling up models. If we want real intelligence — not just prediction machines — we need systems that grow, change, and learn like we do.
I’m becoming more convinced that mimicking biology is the real path forward. Plasticity-based learning, inspired by how neurons and synapses actually behave, seems far more promising than endlessly scaling up models. If we want real intelligence — not just prediction machines — we need systems that grow, change, and learn like we do.
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I'm worried that we're not making that much advancements in Biology. If we want to make a big difference we have to study the intelligent being on the planet 😁👀The best recent advancement I think is the one I heard in highschool about CRISPR-CAS9 which is amazing. Do you have any other? Tell us👇
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BeNN
https://youtu.be/KyfUysrNaco?si=F4BIxj447VORRa2U
When you are free, listen to this podcast. It's better than reading 5 self development books.
I'm just wondering if Industrial Revolution brought Imperialism then what about AI revolution? Maybe Totalitarianism 👀
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BeNN
https://x.com/MarioNawfal/status/1943246316764635280?t=mCUMUJyuIA2E9eqMHPBhJA&s=19
1.02 petabits/second and could download entire Netflix catalog in a Goddamn 1 sec😭😭me here waiting 5-10min for one Netflix movie💀👀
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who is the GOAT of computer science?
I personally think Alan Turing is The GOAT🐐that man is way ahead of his time.
What about you? 🤔
I personally think Alan Turing is The GOAT🐐that man is way ahead of his time.
What about you? 🤔
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BeNN
#Series Recommendation True Detective Watch Season 1 only as casts change later and it's considered the greatest season of all time in series history!
Some cold 🥶 quotes from the series:
- “I don’t sleep. I just dream.”
- "Time is a flat circle.’
- “I think human consciousness is a tragic misstep in evolution. We became too self-aware. Nature created an aspect of nature separate from itself. We are creatures that should not exist by natural law.”
- “I don’t sleep. I just dream.”
- "Time is a flat circle.’
- “I think human consciousness is a tragic misstep in evolution. We became too self-aware. Nature created an aspect of nature separate from itself. We are creatures that should not exist by natural law.”
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BeNN
#Series Recommendation True Detective Watch Season 1 only as casts change later and it's considered the greatest season of all time in series history!
I've watched over 300 series in the past 4/5 yrs and I can surely say season 1 of true detective is the greatest season of all time!
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BeNN
The more I study AI, the more I feel backpropagation, while clever, misses something fundamental. The brain doesn't use gradients or loss functions — it learns through local interactions, trial and error, and synaptic plasticity. That’s how it adapts on the…
Hey everyone, I’m working on a project that’s pretty Interesting—bio-inspired, no backpropagation involved. It’s not a massive deal, but it’s easily the most exciting and challenging thing I’ve tackled so far. Resources are scarce, yet I’m making better progress than expected. Aiming to open-source it by the end of next week. Curious? Stay tuned!👀
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Just bought two masterpiece books! So excited to lose myself in their pages. Hoping they’ll be as incredible as everyone says!
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