How to Build a Risk-Aware AI Agent with Internal Critic, Self-Consistency Reasoning, and Uncertainty Estimation for Reliable Decision-Making

This tutorial demonstrates building an advanced AI agent system that incorporates risk-awareness through internal criticism, self-consistency reasoning, and uncertainty estimation. The system evaluates responses across multiple dimensions including accuracy, coherence, and safety while implementing risk-sensitive selection strategies for more reliable decision-making.