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Code generation is only one part of software delivery. These skills make the planning, testing, workflow safety, developer experience, and documentation around the code more explicit. AI coding agents are good at responding to concrete implementation requests.
The way you steer a coding agent shapes where it looks, which constraints it treats as important, and how much work it spends rediscovering a repository. Useful agent guidance still has a hard limit: it can influence behavior without proving that the required behavior even occurred.
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