I Rewrote the Same AI Agent 4 Times. Here's the Architecture That Finally Stuck.







I built an AI agent that could classify customer queries, pull up the right data, and generate a helpful response — all in about 40 lines of LangChain code. My manager watched it handle a compound question about a return and a delivery change in the same...