AGI-Based Control of Nuclear Fusion Using a Universal Balance–Feedback Framework

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Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

1. 1A Universal Balance, Self-Referential Ignorance, and Principle of Belonging Framework for Fusion Energy Research An Integrated Theoretical and Computational Framework for Dynamic Plasma Balance, Interconnected Plasma Regions, and Uncertainty-Aware Control2026
2. 2DAIGS-Fusion: A Deterministic Multi-Organism Governance Architecture for Fusion Plasma Control2026
3. 3A Universal Balance–Feedback Loss Framework for Artificial General Intelligence Training: A Unified, Stable, and Generalizable Objective2026
4. 4A Universal Balance–Feedback Framework (UBFF) Formulation for Magnetically Confined Fusion Plasma Regulation: Model, Minimal State-Space Synthesis, and a Comparative Evaluation Protocol2026
5. 5Systematic Solution and Experimental Design for Controlled Nuclear Fusion Under the Universal Framework of Complex System Evolution2026