#LLM Engineering

Loop Engineering: The Four Layers That Separate Toy Agents from Production Agents

Most AI agents fail in production not because the model is weak, but because "agent" gets treated as one loop instead of four. Here's the layered architecture, verification, event triggers, and trace-driven improvement, that separates demos from durable systems.