Topology vs Quantization: Structural Preservation and Structural Formation in Modern AI Systems A Technical Comparison Between Constraint-Based Compression and Resonance-Based Dynamics

In AI, Quantization compresses for efficiency while MAP forms structure through resonance. How do these two paradigms reshape what it means to preserve vs truly emerge in cognition?
medium.com/p/331da5fd75f2
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