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Prashanthi Padmanabhan
VP of Engineering at LinkedIn leading the enterprise talent solutions engineering organization, experienced in building domain-specific AI agents such as LinkedIn Hiring Assistant to improve recruiting workflows.
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Jan 8, 2026
• 32min
Purpose-Built Enterprise AI Agents: What Actually Works
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Prashanthi Padmanabhan, VP of Engineering at LinkedIn, specializes in building AI agents for recruiting. She discusses why narrow, purpose-built agents outperform general ones in enterprise settings. Prashanthi explains how to reverse engineer recruiter workflows to define agents' roles and highlights the importance of human-in-the-loop design in enhancing efficiency. She also shares insights on using large language models to uncover talent and the necessity of trust through transparency. Metrics indicate significant improvements post-assistant implementation, marking a shift in AI's role within recruiting.
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