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Agentic AI systems suggest code, plan tasks, and execute changes end-to-end. Experienced engineers treat AI like a distributed system, not a code generator. They design bounded agency with sandboxed environments, approval gates, and restricted tool access. AI output is treated as untrusted until validated against production conditions.
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