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Topological Vortex Theory and Its Applications in Artificial Intelligence (4)

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Posted 2025-12-17 02:40:25

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3. Interdisciplinary Application Prospects

3.1 Applications in the Field of Artificial Intelligence

TVT provides a dynamic architecture for next-generation AI systems that more closely resembles biological intelligence, showing particular potential in adaptive learning, multimodal understanding, creative problem-solving, and uncertain decision-making. Its self-organizing and nonlinear characteristics are also expected to promote the autonomous evolution of strong AI in complex environments.

3.2 Significance in Physics

TVT provides new modeling tools for frontier issues such as quantum gravity, discrete spacetime structure, and the nature of quantum entanglement. Through the evolutionary mechanism of topological vortices, it may build a bridge connecting the microscopic quantum world and macroscopic gravitational phenomena, facilitating the exploration of a grand unified theory in physics.

4. Discussion and Outlook

Although TVT possesses broad explanatory power and interdisciplinary appeal conceptually, its mathematical formalization, computational implementation, and experimental verification still face challenges. Future research needs to further deepen the mathematical model of TVT, develop algorithms based on this framework, and seek empirical support in neuroscience, AI systems, and physical experiments. Simultaneously, TVT calls for deeper integration of mathematics, computer science, physics, and cognitive science to advance the overall progress of complex systems theory.

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