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Approaching AI applications in this way has manifest benefits – the ability to leverage billions of dollars of Web infrastructure, millions of Web services, millions of knowledge engineers all building on each other’s work.

And such systems are useful from day one, because they start with the Web, and automate incrementally - one person, and one task at a time. Each step provides immediate, incremental benefit. And because people remain in the loop, such systems can fail gracefully, by handling hard or unusual cases manually.