Dev Post: Rules Often Beat AI for Cleaning Messy Data

DevToD4 · x · 2026-08-20

A developer shared lessons from building an order-processing automation agent. Faced with 5,000 items lacking naming standards, injecting AI created more headaches than solutions. The author concluded that while AI makes complex data understandable, sophisticated rules are often better for cleaning up the mess before a model is introduced. Choosing the right tool for the job is crucial in engineering workflows.

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