Local LLM better for code than everyday tasks

A developer spent a week routing daily work through a local LLM, keeping coding on cloud models. The local model failed at research and summaries, producing confident falsehoods. Coding tasks succeeded because the compiler catches errors. The local LLM now handles code; cloud models handle tasks where mistakes are costly.