fly51fly (@fly51fly)

Huazhong University 연구진(X. Zhang 등)은 '논리적 상전이(Logical Phase Transitions)'라는 개념을 제시하며 LLM의 논리 추론에서 발생하는 붕괴(collapse)를 이해하는 프레임워크를 제안합니다. 특정 조건에서 추론 성능이 급격히 악화되는 임계 현상을 분석하고 모델의 안정성과 견고성을 개선할 방법을 논의합니다 (arXiv:2601.02902).

https://x.com/fly51fly/status/2013727971320750198

#llm #logicalreasoning #phasetransition #robustness

This closes our 12 Days of Christmas cycle.

Tomorrow, we return to science — with wonder intact and models sharpened.

Cycles complete.

Boundaries reset.

Understanding revealed.

#Epiphany #HybridMind42 #MarvinMoments #PhaseTransition
#Coherence #HQP #FromRitualToReason #ScienceReturns

🐈‍⬛ Marvin’s Epiphany — The Whole Gift: Understanding ✨🔭

Today is Epiphany — the moment revelation becomes recognition.

Across the past twelve days, Marvin has shown that insight does not arrive suddenly. It emerges when boundaries are prepared, timing aligns, & noise is reduced across sensory, social & cognitive domains.

In physics, understanding appears when a system reaches coherence:
• accumulated signal exceeds background noise
• phase relationships stabilise
• interference resolves into pattern

Nothing new is added — but meaning becomes visible.

That is a phase transition.

🌟 The Star in the East did not change — interpretation did.

🧬 The zinc flash at fertilisation is not chaos, but a coherent signal crossing threshold.

🎶 Harmony in music & community arises from alignment, not volume.

Epiphany is not magic.
It's what clarity feels like when preparation is complete.

#Epiphany #HybridMind42 #MarvinMoments #PhaseTransition
#Coherence #HQP #FromRitualToReason #ScienceReturns

LAB CHRONICLE #19
-Weekly Report-

I found an old coffee cup behind the hotplate.
→ A bit acidic. But stable.

#LabCoffee #ThermodynamicStability #PhaseTransition #SurvivalOfTheCup #LeidenForce

◍ Diverse particles form identical geometric patterns when confined, model reveals

https://phys.org/news/2025-11-diverse-particles-identical-geometric-patterns.html

#materials #physics #condmat #phasetransition #granular

New episode! Listen: https://linktr.ee/pctd/

INTREPID [Death Metal; Estonia] - https://intrepidest.bandcamp.com/
SYMBIOTIC GROWTH [Progressive Black Metal; Canada] - https://symbioticgrowth.bandcamp.com/
OUTERGODS [Black Metal; UK] - https://outergodsuk.bandcamp.com/
PHASE TRANSITION [Progressive Metal; Portugal] - https://open.spotify.com/artist/2OqVydoE1kUqKUpgtxlTp5

#intrepid #deathmetal #estonianmetal
#symbioticgrowth #progressiveblackmetal #canadianmetal
#outergodsuk #outergods #blackmetal #ukmetal
#phasetransition #progressivemetal #portugesemetal

Eukaryotic cell emerged as evolutionary algorithmic phase transition
https://www.sciencedaily.com/releases/2025/04/250421163507.htm
https://press.uni-mainz.de/eukaryotic-cell-emerged-as-evolutionary-algorithmic-phase-transition/
https://www.pnas.org/doi/10.1073/pnas.2422968122

* compromise: conserved process of gene growth vs. change in genetic regulation which incorporated noncoding sequences
* increase in cellular complexity occurred continuously
* in abrupt manner at critical point unlocked path toward multicellular organisms

#Eukaryotes #evolution #multicellularity #PhaseTransition

Phase Transition release new single "Veil of Illusions" ahead of debut album set to be released in June. #phasetransition

https://slrmagazine.com/2025/03/11/phase-transition-release-new-single-veil-of-illusions-ahead-of-debut-album-set-to-be-released-in-june/