When Visibility Outpaces Verification: Delayed Verification and Narrative Lock-in in Agentic AI Discourse

Hanjing Shi, Dominic DiFranzo
2/11/2026
cs.CYcs.AIcs.HC

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Abstract

Agentic AI systems-autonomous entities capable of independent planning and execution-reshape the landscape of human-AI trust. Long before direct system exposure, user expectations are mediated through high-stakes public discourse on social platforms. However, platform-mediated engagement signals (e.g., upvotes) may inadvertently function as a ``credibility proxy,'' potentially stifling critical evaluation. This paper investigates the interplay between social proof and verification timing in online discussions of agentic AI. Analyzing a longitudinal dataset from two distinct Reddit communities with contrasting interaction cultures-r/OpenClaw and r/Moltbook-we operationalize verification cues via reproducible lexical rules and model the ``time-to-first-verification'' using a right-censored survival analysis framework. Our findings reveal a systemic ``Popularity Paradox'': high-visibility discussions in both subreddits experience significantly delayed or entirely absent verification cues compared to low-visibility threads. This temporal lag creates a critical window for ``Narrative Lock-in,'' where early, unverified claims crystallize into collective cognitive biases before evidence-seeking behaviors emerge. We discuss the implications of this ``credibility-by-visibility'' effect for AI safety and propose ``epistemic friction'' as a design intervention to rebalance engagement-driven platforms.

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Cite this paper

@article{shi2026when,
  title  = {When Visibility Outpaces Verification: Delayed Verification and Narrative Lock-in in Agentic AI Discourse},
  author = {Hanjing Shi and Dominic DiFranzo},
  year   = {2026},
  eprint = {2602.11412},
  archivePrefix = {arXiv},
  url    = {http://arxiv.org/abs/2602.11412v1}
}

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