Liora Milbaum is a platform engineering leader and software architect with more than 30 years of experience in enterprise software, developer platforms, and large-scale delivery systems.
Ralph Bird is a Principal ML Engineer at PagerDuty focused on building production-ready, reliable AI agents for real-world, high-stakes workflows like incident response.
Shalini Agarwal is the Senior Director of Engineering at LinkedIn, where she leads product engineering for the Talent Marketplace—building AI-powered search and LLM-driven applications that help millions of job seekers find the right opportunities and help companies discover the talent they need.