Evidence record 3400 · automatically gathered

Toward Agentic Governance: What Shapes LLM-Agent Intervention in Public Forums?

LLM agents are increasingly used in moderation-relevant public forum workflows, where their choices to answer, acknowledge, repair, or decline are routinely challenged by users, platforms, and regulators. The same agent often returns different responses on identical content, so any defense based on the agent's behavior cannot be reliably reproduced. The variation is structural. Four deployment choices typically invisible to the operator each shift the agent's response rate, and their combination

Record details

Published: 30 May 2026
Source: arXiv
Category: Research
Topics: Regulation · Military & security · Agents & autonomy
Retrieved: 14 July 2026

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ethics.ai (30 May 2026), “Toward Agentic Governance: What Shapes LLM-Agent Intervention in Public Forums?,” evidence record 3400, https://ethics.ai/record/3400 (originally published by arXiv).

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