Real-Time Decision-Making in AI Agents: Architectures and Algorithms. Real-time decision-making represents one of the most challenging aspects of AI agent development. Unlike batch processing systems, real-time AI agents must make split-second decisions while balancing multiple competing constraints: accuracy, latency, resource utilization, and reliability. Here are the architectural patterns, algorithms, and implementation strategies for building AI agents capable of effective real-time decision-making. Core Requirements for Real-Time Decision Systems Temporal Constraints Real-time AI systems operate under strict…