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Non-decision AI: stop conditions as a first-class control surface

Non-decision isn’t about alignment philosophy — it’s about control surfaces.

In infra, we already do this:

edge filters decide early

invalid requests stop the pipeline

silence / 403 is a valid output

Most AI systems still optimize generation, not termination.
The hard problem isn’t better answers — it’s defining explicit stop conditions that prevent the system from acting when it shouldn’t.

That’s the layer I’m interested in: decision boundaries, not model cleverness.

https://doi.org/10.5281/zenodo.18100154

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