
Ray Hsu, VP of Manufacturing Solutions at RapidCanvas, demonstrates how to use AI to analyze and optimize energy consumption in manufacturing. Learn to clean data, build predictive models, and create interactive apps for energy insights—all without coding expertise.
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With over 30 years of experience applying advanced technologies across manufacturing and supply chain operations, Ray specializes in bridging applied AI with forecasting, planning, and execution to deliver measurable, real-world business outcomes.
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Most internal AI projects fail due to complexity, poor processes, or lack of user trust, not technology. Building reliable AI requires starting simple, structuring knowledge clearly, prioritizing explainability, and designing for trust before adding sophistication.



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Most internal AI projects fail due to complexity, poor processes, or lack of user trust, not technology. Building reliable AI requires starting simple, structuring knowledge clearly, prioritizing explainability, and designing for trust before adding sophistication.



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High employee turnover often stems from poor management, not workers. Dr. Yeager’s “Mentor Mindset”—pairing high standards with strong support—boosts engagement and retention. Using agentic AI, managers receive real-time guidance, scaling effective, respectful leadership and transforming workplace culture.

