# Who May Overrule the Agent? Evidence-Gated Authority in LLM Review Institutions

> **Platform:** [SPIDITS AI](https://spidits.com/) — Real-Time AI News & Market Intelligence  
> **Published:** 2026-11-05T05:00:00.000Z  
> **Category:** PRODUCT_LAUNCH  
> **Impact Score:** 90/100  
> **Primary Source:** [arXiv AI](https://arxiv.org/abs/2611.05390)  
> **Canonical Citation:** [https://spidits.com/timeline/who-may-overrule-the-agent-evidence-gated-authority-in-llm-review](https://spidits.com/timeline/who-may-overrule-the-agent-evidence-gated-authority-in-llm-review)

## Executive Summary
Multi-agent language-model systems often add a reviewer to improve an upstream agent's decision.

## Why It Matters (Strategic Analysis)
Multi-agent architectures frequently suffer from authority imbalances where supervisory LLM nodes override correct upstream outputs or fail to catch subtle errors. Establishing evidence-gated constraints directly addresses these reliability bottlenecks by enforcing strict dependency on verified factual context before decisions are modified.

## Referenced Coverage & Sources
- **[arXiv AI](https://arxiv.org/abs/2611.05390)**: Who May Overrule the Agent? Evidence-Gated Authority in LLM Review Institutions — _Multi-agent language-model systems often add a reviewer to improve an upstream agent's decision. Yet a reviewer can both repair errors and replace decisions..._

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