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About the Author: Shen Pandi is a technology leader specializing in AI transformation and evaluation frameworks. He has led large-scale data and AI programmes and writes on AI governance, data engineering, and the evolution of AI careers. Through his work at Towards AGI and Derisk360, he helps organizations navigate from pilot initiatives to enterprise-scale AI impact. Connect: Find me on LinkedIn where I share insights on AI transformation and evaluation frameworks.