Specializing in local AI architectures, heterogeneous multi-GPU compute optimization, and custom memory systems for LLMs. Focus on edge/workstation model deployment, context compression and retrieval mechanics, and leveraging local neural models for complex interdisciplinary signal processing and hardware interfaces.