Using an AI coding assistant to migrate an application from one programming language to another wasn’t as easy as it looked. Here are three takeaways.

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Store and serve raw Modbus memory correctly, deterministically, and safely. Everything else — scaling, semantics, control logic, visualization, AI — lives outside the core.