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Over the last year, I’ve noticed something interesting across AI tools, products, and internal systems. As models get better, **output quality is no longer the bottleneck**. Most people can now: * Generate content * Summarize information * Create plans, templates, and workflows * Personalize outputs with a few inputs That part is rapidly commoditizing. What *isn’t* commoditized yet is something else entirely. # Where things seem to break in practice When AI systems fail in the real world,

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