Marine operating radio equipment and laptop for signal communication and monitoring
Marine Corps personnel conduct radio signal checks, reflecting operational RF environments targeted by AI-driven analysis systems. Photo: Cpl. Desiree Ruiz/DVIDS

Analysis of complex radio-frequency (RF) environments could become more efficient and scalable as Infleqtion advances its quantum-inspired AI software under a $1-million US Navy contract.

The effort centers on QuIRC (Quantum-Inspired Rapid Context), a context-aware machine learning platform designed to process high-throughput RF data streams.

Built on a contextual machine-learning approach, the platform identifies correlations across large RF datasets, improving processing efficiency while maintaining accuracy in signal analysis.

The underlying framework, developed by Infleqtion, is a quantum-inspired method designed to process long sequences of data with reduced compute and memory requirements.

“Our contextual machine learning approach allows systems to understand signals within their operational context, reducing the data that needs to be stored or transmitted while preserving information required for rapid decision-making,” said Infleqtion chief technical officer Pranav Gokhale.

In previous demonstrations with the US Navy, the platform reduced signal storage requirements while maintaining accuracy in downstream analysis.

The new contract adds self-learning capabilities, enabling the system to adapt based on feedback and operate more responsively in complex environments.

Infleqtion was the only company selected to advance from Phase I to Phase II of the program, where the technology will be developed into an integrated prototype for operational testing.

The work builds on Infleqtion’s broader portfolio of quantum-inspired software and sensor systems aimed at improving data processing and decision-making in defense and other data-intensive environments.

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