Alternative Mass Generation Mechanism via Non-Markovian Spacetime Memory Coupling (K-Kernel)

In the Standard Model of particle physics, the Higgs mechanism explains particle mass generation through coupling to the Higgs field. In this paper, we propose an alternative geometric mechanism based on the Adaptive Memory-Decay Control Framework (AMDCF). We hypothesize that particle mass is not an intrinsic property, but rather a drag effect caused by the interaction between the particle and the non-Markovian memory of the spacetime fabric. By introducing a K-Kernel memory field, we demonstrate that the mass hierarchy (Electron, Muon, Proton) can be perfectly reproduced by varying the coupling constant \gamma to this historical memory. The simulation shows a phase-transition-like sigmoid behavior, where particles acquire effective mass as the spacetime scale parameter evolves. This framework offers a novel geometric interpretation of mass generation and aligns with Mach's principle of inertia.