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Description This paper examines rapid state transitions observed in active galactic nuclei (AGN) within a structural, tension-based framework of spacetime. Observations have shown that some AGN can undergo significant changes in luminosity and spectral characteristics on timescales shorter than traditionally expected from standard accretion models. Within this framework, such behavior is interpreted as the result of systems approaching and crossing a stability threshold. As internal loading increases through accretion and compression, the structure may reach a critical condition beyond which its existing configuration can no longer be maintained. This can lead to rapid reorganization, resulting in observable changes in emission and activity. The model emphasizes threshold-driven dynamics rather than gradual evolution, suggesting that AGN variability may reflect transitions between distinct structural states. By framing these events in terms of stability and coherence limits, the paper provides a unified perspective in which rapid transitions emerge naturally from the same principles governing other bound systems. Cosmic Forge Research Series This work is part of the Cosmic Forge research series, which develops a structural approach to physics based on tension, coherence, and scale. Foundational papers: Single Force Theory (SFT) Cosmic Seed Theory (CST) Related papers: Hydrogen Genesis Rethinking the Particle: Proton Knots and Electron Sheaths Cosmic Seed and Galactic Bang Dynamics Redshift in CST CMB Reinterpreted Cosmic Ray Knee Implications