📚 Zhou & Schapiro show in their recent study that a gradient of complementary #learning systems can emerge through #metalearning. Their model self-organizes into subsystems that differ in timescale and representational abstraction – offering a mechanistic account of distributed #memory architectures across #cortex.

🌍 https://www.biorxiv.org/content/10.1101/2025.07.10.664201v1

#CompNeuro #Neuroscience

https://www.youtube.com/watch?v=1XXxG6PqzOY #metalearning #evolutionaryprogramming #metaprogramming

Latest Learnlet: What sorts of activities?

https://blog.learnlets.com/2025/05/what-sorts-of-activities/

#design #metalearning

Further Exploration of Emergence and Intelligence

Collaborative Flow: AI + Human + ...

A human-AI exploration of "flow" had an epiphany (thanks, AI Claude!): trying to EXPLAIN emergent insights risks "crystallizing" them & killing the flow.

The new way?

DEMONSTRATE.

Share the raw interactions. Let understanding emerge. "Leave your bags behind."

Substack: https://tinyurl.com/53t4snsf

Youtube: https://youtu.be/u6qnTQbKcxM

#HumanAI #FlowState #MetaLearning #Emergence

Experience the Flow

Beyond Explanation

How to share insights from human-AI flow without killing the flow itself?

A fascinating exploration pivoted from 'explaining' to 'demonstrating' – sharing the living process openly, letting go of fixed outcomes. "Leave your bags behind."

Substack: https://tinyurl.com/4purmr4u

Youtube: https://youtu.be/YEVd_hFOlb4

#HumanAI #FlowState #MetaLearning #Emergence #WuWei

Latest Learnlet: Why the EIP Conference

https://blog.learnlets.com/2025/04/why-the-eip-conference/

#design #metalearning #strategy

Latest Learnlet: Knowledge or skills?

https://blog.learnlets.com/2025/03/knowledge-or-skills/

#metalearning

Latest Learnlet: Idealism and reality

https://blog.learnlets.com/2025/03/idealism-and-reality/

#metalearning #strategy

Latest Learnlet: Analogy and models

https://blog.learnlets.com/2025/03/analogy-and-models/

#design #metalearning

Latest Learnlet: Contextual Leadership

https://blog.learnlets.com/2025/02/contextual-leadership/

#metalearning #strategy

Latest Learnlet: Our (post) cognitive nature?

https://blog.learnlets.com/2025/02/our-post-cognitive-nature/

#metalearning #strategy

Meta-learning lets AI generalize like humans (Lake & Baroni, 2023). Mice map environments through action (Shamash et al., 2023). Both learn—but one is alive. Does AI’s efficiency mask a fundamental gap? What’s missing: biology… or being?
#AIvsHuman #MetaLearning #Neurobiology

https://www.nature.com/articles/s41586-023-06668-3.pdf

https://www.cell.com/neuron/fulltext/S0896-6273(23)00230-1?uuid=uuid%3A67fc2509-9e44-4855-9b39-70fffdd1632c

Just watched a YouTube video trying to master 'Moromancy'—the art of divining meaning from the absurd and nonsensical. It’s a meta journey of learning how to see deeper insights in the most foolish of things. 🧠🔮 #Moromancy #Divination #MetaLearning

https://youtu.be/ThhLlSFSKgM?si=nIWTb9pi5nnhvplz

Latest Learnlet: The garden path

https://blog.learnlets.com/2025/02/the-garden-path/

#metalearning #strategy

Latest Learnlet: What and why cognitive science?

https://blog.learnlets.com/2025/01/what-and-why-cognitive-science/

#design #metalearning #strategy

Latest Learnlet: Writing, again

https://blog.learnlets.com/2025/01/writing-again/

#design #metalearning #strategy

Latest Learnlet: They’re ripping you off

https://blog.learnlets.com/2025/01/theyre-ripping-you-off/

#metalearning #social #strategy

Latest Learnlet: Looking forward

https://blog.learnlets.com/2024/12/looking-forward-2/

#design #metalearning #strategy

Latest Learnlet: Gratitude

https://blog.learnlets.com/2024/12/gratitude/

#metalearning #social #strategy

Latest Learnlet: Uniqueness

https://blog.learnlets.com/2024/12/uniqueness/

#metalearning #strategy