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A core pillar of Cupcake is **deterministic guarantees**—policies that always behave the same way given the same input. However, the nature of AI and where it's headed requires more dynamic policy gating. Agents can be prompted, confused, or manipulated in ways that static rules can't anticipate. That's why we developed [**Cupcake Watchdog**](/watchdog/getting-started.md), a built-in feature that uses LLM-as-a-judge to evaluate your rules and context and make intelligent determinations on the fly. |
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