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Why birds ignore Newton: New theory could sharpen models of flocks, crowds and cells

Birds in flocks, bacteria and cells: In many collective systems, individual elements respond to only part of their surroundings, seemingly defying Newton’s third law of motion—action equals reaction. These exceptions are known as nonreciprocal interactions. A Dresden physics team working with Roderich Moessner, a founding member of the Würzburg–Dresden Cluster of Excellence ctd.qmat, has now developed a theory that makes it possible to describe these interactions efficiently and simulate them far more precisely.

AI Misbehavior Is No Longer Confined to the Lab

Further Reading.
Thumbail original image used credit: Adobe Stock Image.
Graph from: Scheming in the wild: detecting real-world AI scheming incidents with open-source intelligence.

Shutdown resistance in reasoning models.
https://palisaderesearch.org/blog/shu

Natural emergent misalignment from reward hacking in production RL
https://arxiv.org/html/2511.18397v1
Scheming in the wild: detecting real-world AI scheming incidents with open-source intelligence.
https://arxiv.org/abs/2604.

[CRITICAL Security Issue/Bug] Plan mode restrictions bypassed when spawning sub-agents #6527
https://github.com/anomalyco/opencode

#explained.
#science #artificialintelligence #tech #misalignment

This Chip Breakthrough Shrink Data Centers 10,000×

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Timestamps:
00:00 — Why Superconductors?
10:10 — The Breakthrough.

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Future technologies ranked by how real they actually are

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How Do You Align An AI Mind With A Human Brain?

Further Reading.

Images used in Thumbail credit: MEG Image: https://www.researchgate.net/publicat

Brain v AI picture: Great Learning.

Papers used in video and related topics:

Language models align with brain regions that represent concepts across modalities.
https://arxiv.org/abs/2508.11536v1

The Semantic Hub Hypothesis: Language Models Share Semantic Representations Across Languages and Modalities.

The Technology That Will Change Humans Forever

For extra nuances and all the references, please see the newsletter: https://staycuriousmetabolism.substack.com/p/can-we-become-l…a?r=40ekz2… StayCurious Human Enhancement Series.

The StayCurious Human Enhancement Series.

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Chapters.
0:00 — Superhuman Biology Is Already Starting.
2:40 — Beyond GLP-1: Fat Loss Without Muscle Loss.
7:28 — Gene Editing, CRISPR, and the Future of Disease Cure.
14:57 — Cellular Reprogramming and Biological Age Reset.
18:49 — MicroRNAs, Mitochondria, and What Comes Next.

Video Description.

Biohybrid: The Science biohybrid architecture integrates neurons into its electronics, rather than trying to integrate electronics into the brain

Using hundreds of thousands of neurons anchored to the device, the Science architecture connects to the brain with orders of magnitude more bandwidth than current state-of-the-art devices, while avoiding the damage and limitations of putting wires into a brain.

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