Topological Restructuring of AI. Building high-performance, deterministic AI engines using Spectral Graph Theory. Stack: C++, Python, Eigen, OpenMP. Focus: Edge AI, Real-time Signal Processing, Non-iterative Learning. Current Benchmark: 1600+ inferences/sec on mobile CPU.