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“Training AI models on public data is the largest, fastest-growing business in history,” Ellison said. “AI models reasoning on private data will be an even larger and more valuable business. Oracle databases contain most of the world’s high-value private data.”

Final answer found is a binary score determined by whether the final answer exists in the set of output documents. The set of documents containing the final answer is a subset of the total set of supporting documents. Thus, it is possible that the agent finds the final answer without finding all the supporting documents. We consider finding the final answer a successful conclusion to a rollout because the agent may come across the final answer without needing to verify all the clues exhaustively. Continued searching may yield valuable results, but given that the final answer is found, continuing to search would be solely for extra verification. While exhaustiveness is useful in select cases, many situations do not require it. As such, we deliberately did not optimize for this behavior.

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