Pradip Kumar

AI-ML

Lessons from LinkedIn’s AI hiring agent for enterprises

LinkedIn’s AI-powered Hiring Assistant, built on a multi-agent system, enables recruiters to source and engage talent via natural language. A central supervisor agent coordinates specialized sub-agents—sourcing, intake, routing—while maintaining human control. It uses fine-tuned models, reinforcement learning, and experiential memory to improve accuracy, speed, and personalization. The modular framework balances reliability, latency, and cost for scalable enterprise deployment