Explore a 31-minute conference talk from Data Council's 2025 AI Engineering series where Shreya Rajpal, Co-Founder & CEO of Guardrails, shares valuable insights from implementing risk management frameworks for generative AI applications. Discover comprehensive approaches to reliability and risk assessment across different AI architectures, with particular focus on systematic risk management for RAG-augmented chatbots and autonomous agents. Learn essential strategies for deploying generative AI in real-world environments while effectively reducing potential failure modes and negative outcomes. This presentation offers practical perspectives for teams working with AI systems who need to implement robust guardrails for safer, more reliable AI applications.