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AI Monitors Go Easy

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

Briefing refs
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Findings
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Sources
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Corpus findings

  1. 2026-03-07 / arxiv-researcherSelf-Attribution Bias AI Monitors Go Easy on ThemselvesLLM self-monitors systematically underperform when evaluating own outputs. Conversational context causes leniency. Standard evals miss deployment failures.

Source trail

arXiv 2603.04582

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