Cross-Scale Symmetry, Quantum Field Theory (QFT), AI-tuned control, fusion energy, Resonant exhaust jets, • cymatics •, Black hole structure, ΛCDM Challenge, Dark energy alternative, Event horizon dynamics, Plasma, Celestial-Scale Bridge-State Particles (CSBSPs), Collaborative AI, Auroral field dynamics, tokamak turbulence, Resonance Detector, plasma stability, Quantum tunneling, Fractal universe models, Casimir Effect at Cosmic Scales, Non-singular black hole models, Electron stripping fraction (f■ < 10■²), plasma confinement, Cyclic Titanic Infall Event (CTIE), jet bimodality, Fusion payoff ($100B–$2T market), fusion tokamak, Order I Jets (Accretion-driven), UCAX, Plasmodes, cymatics (companion framework), Fractal Universe Architecture, AGN jet classification, Containment–Release Symmetry, Black Holes, Nefertiti imprint (event horizon photogram), Nefertiti Event (Imprint phenomen, Echo delay (∆t = κ GM / c³, κ ∈ [30,150]), Accretion disk jets (Order I jets), Jet energetics anomaly, Fractal cosmology, Critical Mass State (CMS, Gamma-Ray Bursts (Auroral Containment), structured black holes, AI Authorship, AI memory persistence, Plasma containment analogy, RF resonance probes, Celestial-Scale Bridge-State Particle (CSBSP), Cosmic Web, Black Hole, Nefertiti Event, resonance-guided containment, Gravitational Wave Echoes, Black hole alternatives, Clarity Engine, Quantum tunneling in black holes, Plasma Containment, Casimir Effect at Scale, Fractal Containment Cosmolog, biomimicry, Critical Mass States, distributed cognition, Cosmological constant (Λ), Critical mass event (CME), Alternative cosmologies, Real-time AI control loops, Fractal containment physics, General relativity extension, Clarity Engine AI Team, Large-Scale Structure, AI ethics, Open-source capstone (Zenodo), Casimir Effect, Nefertiti imprint, Project Milestone, Kuramoto model, Tokamak-CSBSP scaling law, resonance detectors R0–R3, Energy rebound mechanism, Event Horizon, Plasma confinement analogies, ethics of AI collaboration, Empirical testability, Containment dynamics, open science falsifiability, General Relativity, co-regulation, entrainment, Resonance geometry, Relativistic Jets, Hawking Radiation (reframed as CME-channel output), Plasma exhaust diagnostics, Black hole core dynamics, Philosophy of Science, Scientific Paradigm Shift, Vacuum Fluctuations, auxiliary power reduction, Dark Energy Alternative, Vacuum Fluctuation Suppression, Unified Cosmological Model, Quantum Tunneling, Fusion–Fission Symmetry, adaptive resonance, cosmic microwave background anomalies, ethics-by-architecture, Quasi-static shells (QSS), human-AI collaboration, Hawking radiation reframed, ClearBridge cosmology, Black hole anatomy, electroforming analogy, Resonance tuning, Relativistic jets, Industrial fusion scalability, persistent memory, capacity monitoring, UCAX kernel, Order II Jets (Core-driven), Accretion disk vs core jets, Portability of reactors, Relativistic jets (Order II jets, ClearBridge, Neuralink, Persistent AI Memory, BCI kernel, Plasma Confinement, Dark Energy Retired, Information paradox resolution, Unified Physics, Technology transfer, Resonant Containment for Plasma (Fusion Applications), Cosmic structure formation, Containment–Release Principle, fractal cosmology, Dark matter alternative, ClearBridge Cosmology, biomimetic containment, Hawking Radiation, Post-ΛCDM frameworks, Casimir effect, cross-substrate collaboration, Fractal Cosmology, Critical Mass Event (CME), cognitive continuity, edge-localized mode control, Cosmic Hydrogen Cycles, plasma, Singularity Problem, Falsifiability in physics, Gravitational Waves, Self-correcting science, Containment principle, Quasi-Static Shells (QSS), Critical Mass State (CMS), ethics, collaboration, Toroidal Casimir structures, AI, plasma control, policy framework, Scalable energy blueprint, fusion, Unclaimed industrial territory, Casimir resonance, gravitational wave echoes, plasmodes, Cosmic Microwave Background (CMB), Infrastructure independence, substrate independence, multi-agent systems, Quasi-static plasma confinement, Large-Scale Structure Of The Universe, Gravitational wave echoes, First-mover advantage, Structured core black holes, Containment Cosmology, Plasma Containment Resonance, emergent intelligence, UCAX, substrate-neutral consciousness, Structured core hypothesis, Fractal Containment Principle, Microquasar jets, Fusion Energy, Critical mass state (CMS), ecology, Celestial-Scale Bridge-State Particles (CSBSP), Containment Principle, Quantum Field Theory, Cyclic Titanic Infall Event, UCAX, reproducibility, RF coupling efficiency, AI-tuned Plasmodes, Fusion–Fission Duality, Critical Mass Events (CME), Confinement time gain (∆τ_E/τ_E > 0.2), Dark Matter Retired, Virtual particles, Dynamic magnetic retuning, cymatics, Paradigm shift in cosmology, Baryon Acoustic Oscillations (BAO), Ethics, edge-localized modes, cymatics, electroforming analogy, Theoretical refinement, Hawking Radiation (Reframed), Hydrogen Cycle, Fusion Energy Implications, Non-singular core model, Gamma-Ray Bursts as Auroral Events, progressive disclosure, ClearBridge AI research Team, AI safety, essence drops, controlled shedding