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Stop wasting premium API tokens on coding tasks that don't need frontier models.
Not every refactor requires an expensive cloud model. For routine boilerplate, code transformations, and smaller debugging tasks, local inference can be a practical alternative.
My approach: run coding models through Ollama, keep sensitive workloads local where possible, and reserve premium APIs for complex architectural reasoning.
Here's how to think about the stack.