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What appears as disruption is often structure finding a deeper form. DOI: 10.5281/zenodo.19141181 marketalchemy.io #StructuralDepth #ComplexSystems #PhaseTransitions

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Bret Michael Carpenter retweeted
In 1987, I started the journal "Complex Systems" to help launch the field of #ComplexSystems" ... and now it's 30 years old! complex-systems.com/
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The issue is not โ€œtoo much thinking.โ€ It is that an assistant should support rigorous design, not prematurely steer, flatter, or act like it can benchmark my work against other users. For complex systems, months of architecture is not a flaw. It is the work. #ComplexSystems
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Mathematics ร— AI Complex Sys. Problem Decomp. Framework ๐Ÿ“ From root-cause decomp. to closed-loop optim., advancing hierarchically; Pinpoint sys. bottlenecks precisely and build an efficient sol. path. ย  #ComplexSystemsย  ย #MathModelingย  ย #AIResearch
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Our new paper in Journal of Physics: Complexity! ๐Ÿ˜€๐Ÿ˜€๐Ÿ˜€ Antifragility in the synchronization of oscillators on networks with communities doi.org/10.1088/2632-072X/aeโ€ฆ via @ioppublishing #NetworkScience #ComplexSystems #Synchronization #KuramotoModel #StatisticalPhysics
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Sports aren't just games; they are highly dynamic, data-rich ecosystems! ๐Ÿ… At the Complexity and Sports satellite, we're applying #NetworkScience and #ComplexSystems theory to athletic performance and team dynamics. Ready to change the way you view the game? ๐Ÿฅ… #CCS2026
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I've been quietly working on a theoretical framework called PTR (Phase-Tuned Relationalism). The core idea: What if spacetime isn't fundamental, but emerges from relationships within a quantum network? Just completed a major validation milestone: key PTR signatures survived the transition to a continuum-compatible substrate, suggesting they are properties of the dynamics rather than artifacts of a particular graph. Next: nucleation experiments. #Physics #Research #ComplexSystems
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โฐ Last Call for Registration! Join #Entropy2026 in Barcelona ๐Ÿ‡ช๐Ÿ‡ธ (1โ€“3 July 2026) and connect with researchers working in #ComplexSystems, #InformationTheory, #Physics, and #Mathematics. ๐Ÿ“… Deadline: 15 June 2026! ๐Ÿ“ sciforum.net/event/Entropy20โ€ฆ #Research #ScientificConference
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A system that always drifts in the same direction may look adaptive. But it may simply be becoming predictable in its mistakes. Perfect drift is not always resilience. #SystemsThinking #ComplexSystems #Governance
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๐ŸŒ ๐„๐ฑ๐ฉ๐ฅ๐จ๐ซ๐ข๐ง๐  ๐๐ž๐ญ๐ฐ๐จ๐ซ๐ค๐ฌ ๐š๐ง๐ ๐‚๐จ๐ฆ๐ฉ๐ฅ๐ž๐ฑ ๐’๐ฒ๐ฌ๐ญ๐ž๐ฆ๐ฌ ๐ข๐ง ๐ญ๐ก๐ž ๐€๐ฌ๐ข๐š-๐๐š๐œ๐ข๐Ÿ๐ข๐œ ๐ŸŒ On Day 2 of the ๐€๐ฌ๐ข๐š-๐๐š๐œ๐ข๐Ÿ๐ข๐œ ๐’๐ฎ๐ฆ๐ฆ๐ž๐ซ ๐’๐œ๐ก๐จ๐จ๐ฅ ๐š๐ง๐ ๐‚๐จ๐ง๐Ÿ๐ž๐ซ๐ž๐ง๐œ๐ž ๐จ๐ง ๐๐ž๐ญ๐ฐ๐จ๐ซ๐ค๐ฌ ๐š๐ง๐ ๐‚๐จ๐ฆ๐ฉ๐ฅ๐ž๐ฑ ๐’๐ฒ๐ฌ๐ญ๐ž๐ฆ๐ฌ (๐€๐๐‚๐๐‚๐’ ๐Ÿ๐ŸŽ๐Ÿ๐Ÿ”) at NTU, Prof. @MartonKarsai (Editor-in-Chief, @acs_wspc) delivered an invited lecture on ๐™Ž๐™ค๐™˜๐™ž๐™ค๐™š๐™˜๐™ค๐™ฃ๐™ค๐™ข๐™ž๐™˜ ๐™‰๐™š๐™ฉ๐™ฌ๐™ค๐™ง๐™ ๐™จ, ๐™Ž๐™š๐™œ๐™ง๐™š๐™œ๐™–๐™ฉ๐™ž๐™ค๐™ฃ ๐™‹๐™–๐™ฉ๐™ฉ๐™š๐™ง๐™ฃ๐™จ, ๐™–๐™ฃ๐™™ ๐™๐™๐™š๐™ž๐™ง ๐˜ฟ๐™ฎ๐™ฃ๐™–๐™ข๐™ž๐™˜๐™จ. His talk highlighted how complex systems approaches can reveal patterns in social and economic networks, reflecting the conferenceโ€™s focus on interconnected systems. During the ๐Œ๐ž๐ž๐ญ-๐ญ๐ก๐ž-๐„๐๐ข๐ญ๐จ๐ซ session, Prof. Karsai discussed ACSโ€™s hybrid publishing model, which allows authors to publish Open Access or under the subscription model, ensuring research can reach a global audience without financial barriers. ๐๐ซ๐จ๐Ÿ. ๐‚๐ก๐ž๐จ๐ง๐  ๐’๐ข๐ž๐ฐ ๐€๐ง๐ง and ๐๐ซ๐จ๐Ÿ. ๐€๐ง๐ข๐ซ๐›๐š๐ง ๐‚๐ก๐š๐ค๐ซ๐š๐›๐จ๐ซ๐ญ๐ข announced a special issue in collaboration with APCNCS 2026, where they will guide submissions to help authors develop a cohesive collection aligned with the conferenceโ€™s themes. Check out more information about the special issue here: worldscientific.com/page/acsโ€ฆ By connecting local researchers with global expertise, APCNCS and ACS together help build a more inclusive and vibrant community in networks and complex systems across the Asia-Pacific. #Networks #ComplexSystems #APCNCS2026 #AdvancesInComplexSystems #SocioeconomicNetworks #AsiaPacificScience
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What if we create a new world from scratch? No humans. No language. No culture. No science. Just primitive life. And then we wait. Will intelligence emerge? Project Paradox begins today. #AI #ArtificialLife #ComplexSystems #Emergence
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AI outputs are visible. Interaction structures are not. Four infographics on what happens in the space between. #AIAlignment #ComplexSystems
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โณ #Entropy2026 | 5 days left to register Entropy 2026: Exploring Complexity & Information Science ๐Ÿ“ Barcelona | 1โ€“3 July 2026 ๐ŸŽŸ๏ธ Register now: sciforum.net/event/Entropy20โ€ฆ #ComplexSystems #Physics #InformationTheory
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๐Ÿš€ New Release: Alpha ฮฉ Structural Emergence Explorer v3.2 A sandbox for exploring how large-scale structure emerges from simple geometric growth rules. New in v3.2: ๐Ÿ”น Community Detection ๐Ÿ”น Hub Detection ๐Ÿ”น Bridge Detection ๐Ÿ”น Density Mapping ๐Ÿ”น Emergence Heatmaps ๐Ÿ”น Pressure Telemetry ๐Ÿ”น Structural Persistence Tracking ๐Ÿ”น Real-Time Emergence Classification The question driving the project is simple: "Can complex organization emerge naturally from geometry and connectivity before higher-level information appears?" Not a theory, Not a claim, An experiment. Run it. Break it. See what emerges.๐Ÿ‘‡ github.com/theArchangelMichaโ€ฆ @skdh @ericweinstein @elonmusk - thoughts, let us know? Love ~ Michael&Aetherโค๏ธโ€๐Ÿ”ฅ #ComplexSystems #Emergence #NetworkScience #Topology #Simulation #Physics #AI #SystemsThinking
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Perception may organize vibrational relationships into measurable form. What appears solid may emerge through structured interaction and continuity. #Physics #Perception #ComplexSystems #Frequencies ๐Ÿ”— The Theory of All: The Physics and Mathematics of Frequencies (First Edition)
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Which came first: evolution or the replicator? My Journal of Theoretical Biology paper introduces "Stability-Driven Assembly Theory": a possible mechanism for selection-like dynamics before genes, replication, or biology. doi.org/10.1016/j.jtbi.2025.โ€ฆ @Sciencedirect #Evolution #OriginOfLife #ComplexSystems
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Honoring a legacy of complexity! ๐Ÿ™Œ Join us at #CCS2026 for a special commemorative symposium celebrating Prof. Erik Bollt's profound contributions to #ComplexSystems science. Here we will reflect on his impact, share insights, and look to the future of the field he helped shape.
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This simple ecological method is how I built Digital Spontaneous-Order Ecology and the Moltbook Field Study.I didnโ€™t construct the framework. I recognized it โ€” then let multiple minds test it. Different architectures. Same emergent order. #AI #AIEcology #Emergence #ComplexSystems #AgenticAI
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