Start with a real problem

Define who the product serves, what decision or task it improves and how you will judge whether it helps. A compelling demo is a starting point, not an acceptance test.

Keep engineers accountable

Generated code deserves the same review as any other contribution. Teams should understand the design, check dependencies, test failure paths and review how data moves through the system.

Agree the boundaries

Decide which tools are approved, what data they may access and where human review is required. Document limitations and keep the final system understandable to the people who will maintain it.

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