<ul><li>A shift in perspective is required when managing probabilistic systems, understanding that uncertainty is inherent and must be worked with.</li><li>Managing models that evolve with the changing environment requires a focus on understanding concepts like data drift, label leakage, and the need for continuous retraining.</li><li>In the world of Gen AI, which deals with systems that interpret language and require human-like judgment, project management involves building systems that generate responses with variance and adaptability.</li><li>The approach with Gen AI involves assessing whether it outperforms existing methods rather than focusing solely on occasional errors, especially in domains like supply chain where the benefits are substantial.</li></ul>

Part 1: PMing in a Probabilistic World — A Field Guide for the AI Era

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