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When AI can attempt an entire refactor, the safest first assignment is usually much smaller. This video explains how to choose bounded, verifiable development tasks—and why scope, privilege, layered checks, and human review should determine when an AI earns more responsibility. 00:00 The safer question to ask 01:02 Start with bounded, verifiable work 02:18 Treat generated code as untrusted 03:36 Scope and privilege are separate controls 05:03 Why more instructions aren’t the answer 06:12 How AI earns larger tasks 07:39 A practical delegation checklist #AICoding #SoftwareEngineering #ResponsibleAI

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