Why Prompting Isn’t Enough: Building Stateful AI Architecture
Ai agents Llm architecture Apache kafka Apache flink Context engineering Model context protocol Stateful ai Streaming architecture Distributed systems ai Production ai Ai infrastructure
This talk teaches experienced developers how to build production-ready AI agents by treating LLMs as stateful distributed systems rather than stateless prompt-response services. It covers implementing real-time streaming architectures with Apache Kafka and Flink, creating multi-tiered memory structures to overcome token limits and cost spikes, and integrating LLMs via MCP with SQL for real-time anomaly detection workflows. Ideal for engineers building scalable, resilient AI systems.