LinkedIn's Hiring Assistant is an AI-driven tool designed to enhance the recruiting process by automating repetitive tasks such as candidate sourcing and evaluation. Built on a sophisticated architecture that includes real-time conversational interfaces and individualized cognitive memory, it aims to improve efficiency and scalability while allowing recruiters to focus on meaningful interactions. The article explores the technical challenges and design choices behind developing this agentic product.