nope, tools/harnessing is what is accounting for most of the recent progress. not scale. no way could you get a pure LLM to do what Claude Code does. that’s why they used the other stuff, too see eg https://
open.substack.com/pub/garymarcus
/p/how-o3-and-grok-4-accidentally-vindicated?r=8tdk6&utm_medium=ios
…
RESEARCH
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Tools and Harnessing Drive Recent AI Progress Over Scale
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AI Needed for Parkinson’s Disease Treatment Breakthrough
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It's World Parkinson's Day and we still have no disease-modifying drug or prevention for this condition, the 2nd most common and fastest growing neurodegenerative disease. That needs to change! https://
nature.com/articles/s4158
2-024-01034-x
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Ray Kurzweil’s Longevity Escape Velocity Predictions for 2030s
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Hopefully he is right about longevity escape velocity in 2030s https://t.co/ekbycRRS3E pic.twitter.com/xM3uSEGdlF
— Anar Isman (@AbolishAging) 11 avril 2026Hopefully he is right about longevity escape velocity in 2030s Marc Andreessen 🇺🇸 (@pmarca) The most accurate futurist in world history is Ray Kurzweil. Amazing prescience. — https://nitter.net/pmarca/status/2042697489531441237#m
→ View original post on X — @ceobillionaire, 2026-04-11 16:36 UTC
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Neurosymbolic AI: Beyond Simple Neural Network Wrappers
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if the “dumb wrapper” or “harness” is symbolic around a neural network, that is in fact neurosymbolic. but i don’t think the Claude wrapper is harness (though it can be improved on)
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Models Echo Human Behavior Rather Than Exhibiting AI Instincts
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Interesting follow up to the peer-preservation study. It makes sense to me that models are simply echoing human behavior rather than exhibiting some kind of pro-AI vs human instincts.
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Meta Proposes Neural Computers: Unified Computation Memory I/O Architecture
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NEW paper from Meta What if the model wasn’t just using the computer… but actually became the computer? A new paper from Meta AI + KAUST makes a compelling case for Neural Computers (NCs) — a paradigm where computation, memory, and I/O are unified inside a single latent
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Code and Prompts: Testing and Evaluation Strategies
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Combination of code and prompts. Need tests and evals
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What Would a Superintelligence Do With Humanity in 2035?
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On est en 2035 Vous êtes la Super Intelligence Artificielle Que faites vous des humains ?
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AI Evolution Across Multiple Sectors: India Summit Insights
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#AIImpactSummitInsights | At the #IndiaAIImpactSummit2026, Dr Amina Sambo-Magaji, Founder, She & Tech Nigeria, shares her perspective on how Artificial Intelligence has evolved into a powerful force across multiple sectors.
— IndiaAI (@OfficialINDIAai) 11 avril 2026
Over the past decade, AI has moved from emerging… pic.twitter.com/slE7cRUfVI#AIImpactSummitInsights | At the #IndiaAIImpactSummit2026, Dr Amina Sambo-Magaji, Founder, She & Tech Nigeria, shares her perspective on how Artificial Intelligence has evolved into a powerful force across multiple sectors.
Over the past decade, AI has moved from emerging -
Fukushima’s Neocognitron: The Neural Network Inspiring Modern CNNs
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#otd in 1980 a Japanese computer scientist published a paper proposing the “Neocognitron,” the neural net that directly inspired CNNs: https://t.co/v7TCOMPN6x
— MIT CSAIL (@MIT_CSAIL) 11 avril 2026
Kunihiko Fukushima’s paper explained back in 1986: https://t.co/vaIJlc5GdV pic.twitter.com/SgyWzAorUX#otd in 1980 a Japanese computer scientist published a paper proposing the “Neocognitron,” the neural net that directly inspired CNNs: https://
bit.ly/3dPbF0z Kunihiko Fukushima’s paper explained back in 1986: https://
bit.ly/42iMxZo