Hebei Finance University

Cross-Device Semantic Memory Persistence: Zero-Cognitive-Overhead Inference via Edge Preloading and Multi-Level Hot Caching

This paper proposes the Cross-Device Semantic Memory Persistence (CDSMP) architecture, a six-stage pipeline (Perception–Distillation–Caching– Synchronization–Injection–Feedback) that achieves zero-cognitive-overhead semantic memory continuity across user devices. Core innovations...

Cross-Device Semantic Memory Persistence: Zero-Cognitive-Overhead Inference via Edge Preloading and Multi-Level Hot Caching

This paper proposes the Cross-Device Semantic Memory Persistence (CDSMP) architecture, a six-stage pipeline (Perception–Distillation–Caching– Synchronization–Injection–Feedback) that achieves zero-cognitive-overhead semantic memory continuity across user devices. Core innovations...

Cross-Device Semantic Memory Persistence: Zero-Cognitive-Overhead Inference via Edge Preloading and Multi-Level Hot Caching

This paper proposes the Cross-Device Semantic Memory Persistence (CDSMP) architecture, a six-stage pipeline (Perception–Distillation–Caching– Synchronization–Injection–Feedback) that achieves zero-cognitive-overhead semantic memory continuity across user devices. Core innovations...