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JL
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Janna Lipenkova

Works on expertise-driven AI and argues that sidelining domain experts leads to generic AI applications that miss industry nuances.

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UC Berkeley Research On AI Implementation Success
UC BerkeleyopinionpositiveFeb 14, 2026

Domain expertise, not technical skills, is the critical factor for building successful AI applications in the era of democratized LLMs and foundation models.

“Works on expertise-driven AI and argues that sidelining domain experts leads to generic AI applications that miss industry nuances.”

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