Active Inference AI for Scientific and Technical Computing

Active Inference AI for Scientific and Technical Computing: A Physics-Grounded Alternative to Machine Learning Explore a paradigm shift in artificial intelligence for scientific and technical domains. While modern AI adoption is skyrocketing across hypothesis generation, autonomous experimentation, and robotic control, most current systems rely on machine learning (ML)—a method centered on statistical training and post-hoc control. This presentation introduces Active Inference AI, a fundamentally different approach grounded in the Free Energy Principle and explicitly aligned with physical systems. By comparing ML-based AI with Active Inference, this talk highlights critical differences in: 🔹 Representation and system stability. 🔹 Adaptability in dynamic environments. 🔹 Uncertainty handling and coherent reasoning. Discover why Active Inference is uniquely suited for engineering and scientific applications that require real-time control and tight coupling to physical constraints, including examples from advanced computing and emerging quantum systems. 🎙️ About the Speaker: Denise Holt Denise Holt is the Founder & CEO of AIX Global Innovations, where she is advancing a new class of execution intelligence through Seed IQ™, an adaptive multi-agent autonomous control architecture. Her work sits at the intersection of Active Inference, physics-based dynamics, and intelligent systems deployment. She focuses on building the intelligence layer required for complex, real-world systems to coordinate action and maintain coherence where traditional AI often breaks down—from industrial automation and energy systems to distributed infrastructure and emerging compute domains. In addition to her role at AIX Global Innovations, Denise is: 🔹 Founder of Learning Lab Central (2024), a global education hub for Active Inference and spatial AI. 🔹 A voting member of the IEEE Spatial Web Protocol working group. 🔹 A global speaker on execution intelligence and adaptive autonomous multi-agent systems. 🌐 Connect and Learn More If you are interested in the future of autonomous systems, physics-grounded AI, and the evolution of technical computing, ensure you subscribe for more insights into the Free Energy Principle and Active Inference. https://aix.us.com/ http://advancedcomputing.googlecloudcommunity.com/ #ActiveInference #MachineLearning #ScientificComputing #PhysicsBasedAI #FreeEnergyPrinciple #AutonomousSystems #DeniseHolt #AIXGlobal #TechnicalComputing #QuantumSystems #SpatialAI #IEEE