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Preprint . 2026
License: CC BY
Data sources: Datacite
ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
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Guardrail Shadow Effects in Retrieval-Augmented Systems (Safety layers distorting RAG outputs)

Authors: Bhatnagar, Pranav;

Guardrail Shadow Effects in Retrieval-Augmented Systems (Safety layers distorting RAG outputs)

Abstract

This work introduces the Guardrail Shadow Effect (GSE), a failure mode in Retrieval-Augmented Generation (RAG) systems where downstream safety and compliance layers unintentionally suppress the operational strength of grounded responses. While retrieval quality may remain high, excessive guardrail pressure can distort answer directness, dilute evidence utilization, and increase user friction. The paper proposes the Shadow Impact Score (SIS), a model-agnostic framework for detecting cross-layer interference between retrieval confidence, generation behavior, and safety activation pressure. Experimental scenarios across enterprise knowledge assistants, security workflows, and regulated environments demonstrate that systems can remain fully compliant while quietly degrading in practical usefulness. This work contributes to emerging research on second-order risks in aligned AI systems and provides an observability framework for maintaining proportional balance between safety posture and operational clarity in production RAG deployments.

Keywords

AI Alignment, AI Risk Monitoring, RAG Safety, Evidence Utilization, Retrieval-Augmented Generation, Guardrail Shadow Effect, Enterprise AI

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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