correlated-failure

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Evaluate the Stack, Not the Layer: Do Deterministic and LLM Gates for Agent Actions Fail Independently?

arXiv cs.AI ↗ · 2026-10-08 Cached

This paper tests whether stacked runtime gates (deterministic rules plus LLM judges) for agent tool calls fail independently, finding that rule+judge layers compose to ~1.9-2.1 multiplication-equivalent layers while two LLM judges only compose to ~1.2-1.5 due to correlated failures.

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