Pair-programming with models, done well

Coding assistants work best when the task has a defined boundary and the project context is available.

Ask for a plan, review assumptions, then make small changes that can be tested independently.

Treat generated code like any other contribution: verify behavior, security, accessibility, and long-term clarity.

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Tags: coding · developers