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The strongest part for me is the move from “better prompts” to better boundaries.

Once AI is operating across recurring work, the important questions become architectural: what can it read, what can it change, which instructions outrank others, and where does the output belong? That feels much closer to governance than prompting.

We’re seeing a similar principle while building QUASAR EDU: reliability comes less from giving the model more freedom and more from defining the system around it precisely enough that useful behavior is repeatable.

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