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  • Digital AI vs Physical AI

    Introduction Artificial intelligence is often described through computational performance: what a model can classify, predict, generate, or recommend. When AI is connected to sensors and actuators, however, its outputs can change the physical world. The relevant questions then expand from informational accuracy to motion, stability, energy, timing, environmental interaction, safety, and recovery. This article uses…

  • Mathematical Physics for Intelligence Systems

    Introduction Intelligent systems are frequently evaluated by what they can recognize, predict, or generate. For systems that interact with the physical world, however, computational performance is only one layer of the problem. A robot, autonomous instrument, or AI-enabled laboratory platform must also operate under motion, contact, energy, timing, sensing, and safety constraints. Mathematical physics contributes…

  • Reflections on Science and Meaning at the Sunset of 2025

    Abstract As the lyrics said, “now, the end is near”. The last sunrise of 2025 has risen, and as the final sunset approaches, we reflect on a year of extraordinary scientific innovation and human experience. This article narrates the story of 2025 in a Nature-style review, mixing scientific breakthroughs with personal and philosophical insights in…

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  • Operationalizing the Evidence-to-Claim Ladder in STREAM Education

    Learn to distinguish what AI can demonstrate from what we merely assume it understands—and what the evidence actually justifies us in claiming. Product Descriptions Navigating AI Robotics, Epistemic Rigor, and Safety Governance How much can an AI benchmark really prove? When does a correctly cited source fail to support a scientific claim? And how can…

  • Scientific Creativity Begins with Constraints

    Shifting from Fixed Laws to Actionable Boundaries in AI, Physics, and STEAM 2026, version 1.0 Product Description Can limitations make us more creative? Scientific discovery does not happen in a world without boundaries. Every new idea must contend with physical laws, available knowledge, limited resources, and assumptions that can either guide or obstruct progress. Scientific…

  • Beyond the Formula Two Volume Collection

    Product Description Physics is more than remembering equations. Part I explores the science of understanding physics. Part II shows how active learning and conceptual assessment can help develop that understanding. Understand the thinking. Improve the learning. Move beyond the formula. What Readers Will Learn Beyond the Formula — Part I: The Science of Understanding Physics…