SpaceX went public with the largest IPO in history, making Elon Musk the world’s first trillionaire.
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.
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
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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.
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Video Description.