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The project offers a concrete, tool-checkable alternative to same-model self-verification, grounding agent reliability in deterministic external signals rather than the model's own re-reads.
Adopt the `UNCERTAIN:` system prompt pattern and RAG grounding to get actionable uncertainty signals and reduce confident hallucinations in production Claude integrations.
Developers building multi-agent pipelines can adopt this Validator-as-shared-expert pattern to structurally suppress hallucination propagation across agent rounds without any fine-tuning.