Agent loops fail in recognizable ways. This walkthrough covers a real ReAct-style agent that stalls, the instrumentation that exposes why, and the patches that fix it.

The ReAct pattern is one of the most reliable ways to get an LLM to solve multi-step problems. Here's how it works mechanically, with a full worked case study.