Explicit control and observability over when an LLM should answer, hedge, or refuse — treating generation as a governed system layer, not a side effect of retrieval.
rag failure-modes ai-observability retrieval-augmented-generation agent-architecture agentic-systems llm-systems hallucination-control refusal-policies
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Updated
Mar 5, 2026 - Python