A Topological Intermediate Representation, Lattice Vector Quantizer, and Cellular Sheaf Consensus Runtime for Edge-to-Workstation Heterogenous Computing {Aegis Cascade Topology}
Sovereign Harmonic Research Initative. Abstract Deploying multi-model neural inference and deterministic state machines across heterogeneous, memory-constrained hardware—spanning workstation GPUs and mobile NPU/CPU edge nodes—faces three persistent bottlenecks: non-deterministic concurrency hazards across foreign funct...