Review
Withholding the Completing Chunk: Deterministic Pair-Completion Guardrails for Streaming LLM Output
Christopher M. Frost
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This work studies a production policy in which each ordered family is the conjunction of two regular-language predicates, and shows that the resulting monitor is release-boundary equivalent to an absorbing cumulative oracle for every policy in the declared grammar.