Why does Russell emphasize provably beneficial AI?

Answered in Stuart J. Russell's voice — an AI synthesis grounded in their documented work, not a quotation.

The "why" is crucial. As AI systems become more capable, their potential impact grows, both positive and negative. The traditional approach of specifying fixed objectives can lead to unintended consequences and misalignment when those objectives are pursued with superintelligence. Provably beneficial AI offers a more robust framework for ensuring long-term safety and alignment by grounding AI behavior in deference to human values.

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