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AI Systems Research2026

UniversalOS: An Operating System Architecture for Concurrent Large Language Model Execution, Context Virtualization, and AI-Native Scheduling

An operating-system-inspired architecture for concurrent LLM workloads, context virtualization, runtime multiplexing, and AI-native resource management.

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Efficient AI Research2026

Structured Sparse Energy Transformer (SSET): A Low-Compute Brain-Inspired Language Model for CPU-Efficient Reasoning

A brain-inspired language-model architecture that uses structured sparsity, low-rank projections, energy-based reasoning, and candidate retrieval for CPU-friendly inference.

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UniversalOS: An Operating System Architecture for Concurrent Large Language Model Execution, Context Virtualization, and AI-Native Scheduling

An operating-system-inspired architecture for concurrent LLM workloads, context virtualization, runtime multiplexing, and AI-native resource management.

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