AI-Directed Engineering Requires Guardrails, Context, and Fast Feedback Loops

As developers shift from writing code to directing AI agents, engineering quality now depends on providing precise context, enforcing strict output constraints, and maintaining rapid iteration cycles to catch agent errors early. The argument is that traditional code review instincts must be redirected toward prompt and context design.