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The Entropy of Scale The 'Good Enough' Trap Transitioning from a proof-of-concept to a production-grade AI system introduces a specific kind of entropy. The 'good enough' mindset that works for a small dataset often collapses under the weight of edge cases at scale. When you have 10 users, you can manually review outputs. At 10 million, you cannot. The system must self-correct. If you rely on heuristics that worked in isolation, they compound into systemic failure. A model might pass a safety filter for a single user but fail catastrophically when exposed to adversarial inputs from a massive user base....