TLDR: The International Atomic Energy Agency (IAEA) has recognized Blue Wave AI Labs, Constellation, and Southern Nuclear with the 2025 Global ISOP Innovation Award for AI. This prestigious award celebrates their groundbreaking application of Blue Wave’s ThermalLimits.ai, an advanced AI solution that significantly enhances online thermal limit forecasting for Boiling Water Reactors (BWRs). The technology, built on a ‘Nuclear-Grade AI’ framework, promises to revolutionize reliability and efficiency in critical nuclear environments, reducing prediction biases by up to 75% and optimizing power output.
VIENNA, AT – September 18, 2025 – The International Atomic Energy Agency (IAEA) has bestowed its esteemed 2025 Global ISOP Innovation Award for AI upon Blue Wave AI Labs, Constellation, and Southern Company subsidiary Southern Nuclear. This accolade acknowledges their transformative work in applying artificial intelligence to nuclear power operations, specifically through Blue Wave’s innovative ThermalLimits.ai solution.
ThermalLimits.ai is a state-of-the-art AI system designed to provide unprecedented accuracy in online thermal limit forecasting for Boiling Water Reactors (BWRs). This groundbreaking application is rooted in Blue Wave’s ‘Nuclear-Grade AIâ„¢’ framework, which represents a significant advancement in ensuring reliability within critical nuclear environments. Unlike conventional large language models (LLMs) that prioritize broad applicability, Nuclear-Grade AI applications are meticulously engineered with physics-informed machine learning and deep neural networks. These systems are rigorously trained on extensive historical fuel cycle data, core simulator outputs, and real-time instrumentation feedback.
The adoption of this technology leads to remarkable improvements in operational efficiency and safety. It has been shown to reduce prediction biases by up to 75% when compared to traditional forecasting methods. This enhanced precision empowers engineers and operators to maximize electrical output and optimize fuel utilization, all while upholding the inherent resiliency of nuclear power. Furthermore, ThermalLimits.ai effectively addresses long-standing challenges in nuclear reload core design and cycle management by bridging the gap between theoretical offline approximations and real-world online conditions. With an average bias of less than 0.75% for key metrics, the tool is instrumental in preventing unplanned power reductions (derates), optimizing fuel usage, and minimizing risks such as premature coast down. Its seamless integration with existing nuclear fuel analysis software enables operators to make data-driven decisions that boost overall plant performance and reduce reload fuel costs.
Leaders from the involved organizations expressed their enthusiasm for this recognition and the future implications of AI in nuclear energy.
Gina Pattermann, CEO of Blue Wave AI Labs, stated, “This award emphasizes the place of Blue Wave’s Nuclear-Grade AI applications in the future of nuclear energy. Our collaboration demonstrates how precise, reliable AI can drive safety and operational efficiency, paving the way for more abundant and affordable nuclear energy.”
Dr. Mike Goff, Acting Assistant Secretary for Nuclear Energy, highlighted the broader impact: “We’re excited to see Blue Wave AI Labs, Constellation and Southern Nuclear recognized in this major international forum for the successful deployment of AI technologies to increase operational efficiency and lower costs for nuclear power plants. This effort was supported in part by a competitive award from the U.S. Department of Energy and technical assistance from two national laboratories, spotlighting the U.S. Government’s ongoing commitment to fostering innovation and excellence in the nuclear energy industry.”
Aline Des Cloizeaux, Director of the IAEA Division of Nuclear Power, underscored the IAEA’s commitment to innovation: “The IAEA is committed to fostering innovation that drives nuclear excellence worldwide. The ISOP Innovation Awards highlight novel solutions that are already making a difference in the field. By recognizing these achievements, we are contributing to a growing library of real-world use cases in areas such as AI, advanced manufacturing, robotics and drones or advanced instrumentation and control – inspiring collaboration and further innovation across the nuclear sector.”
Pete Sena, Southern Nuclear Chairman, President and CEO, emphasized the critical role of nuclear energy: “Nuclear energy is essential to support the load growth demands we are seeing across the country and having real-time insights into unit performance positions us to maximize our units at a time when reliable, safe, clean power is more important than ever. We are proud to be recognized as part of the collaborative work between companies leading the industry in pioneering AI for nuclear power plants.”
Bryan Hanson, Constellation Chief Generation Officer, added, “By leveraging the power of artificial intelligence, we can enhance our ability to deliver more clean, reliable megawatts to American families and businesses. AI can be seamlessly integrated into plant operations to enhance forecasting accuracy, reduce operational risks, and operate our nuclear fleet at the highest levels of safety, efficiency and reliability. Constellation is not just helping the nation win the AI race, we also are harnessing the technology to meet America’s growing demand for clean, reliable and affordable energy.”
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Blue Wave AI Labs is recognized as an AI company specializing in Nuclear-Grade AI applications, developing highly-precise and reliable AI-based algorithms for critical applications across nuclear energy, defense, and supply chains. Their approach ensures unmatched safety and performance in high-stakes environments by integrating advanced neural nets, large language models, and other machine learning techniques to deliver secure solutions for complex challenges.


