Infleqtion, a leader in quantum information technologies, has introduced Contextual Machine Learning (CML), a new AI approach that processes information from multiple sources over extended periods. This advancement enhances AI’s ability to identify patterns, predict trends, and make accurate real-time decisions. Implemented on NVIDIA A100 GPUs with the CUDA-Q platform, CML boosts AI’s data processing capabilities, benefiting sectors like defense and autonomous systems, and paving the way for future quantum-powered machine learning.
Sam Stanwyck from NVIDIA highlights the synergy between AI supercomputing and quantum computing, noting how Infleqtion’s work exemplifies the application of accelerated computing to quantum workflows. CML leverages Infleqtion’s advancements in GPU and QPU hardware, previously applied to quantum materials design, to bring quantum-inspired AI to practical uses in defense, energy, and autonomous systems.
Traditional AI models often struggle with tracking patterns over time, but CML, inspired by quantum mechanics’ contextuality, enhances AI’s ability to manage data across different types and timeframes. This development improves accuracy and adaptability, as Pranav Gokhale from Infleqtion remarks on AI’s growing real-time data processing and decision-making capabilities. Optimizing this approach with accelerated computing lays the groundwork for quantum computing-powered AI solutions.
Infleqtion’s CML technology has attracted attention from the US Navy and Army. The Navy’s QuIRC project uses CML to enhance real-time RF signal processing, improving situational awareness and operational efficiency. In the Army’s xTechScalable AI competition, Infleqtion’s SAPIENT platform, which uses CML for multi-sensor fusion, won first place. SAPIENT enhances navigation and intelligence by processing large data streams with small models, deployable at scale on NVIDIA Jetson-powered edge GPUs.
Infleqtion is a quantum technology pioneer with over 18 years in commercializing quantum solutions, specializing in atomic clocks, quantum software, and computing. They offer advanced solutions for positioning, navigation, and timing, making them a preferred partner for global customers in defense and enterprise sectors.
