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Chain-of-density study of 'Verbalizable Representations Form a Global Workspace in Language Models' (Gurnee, Sofroniew, Lindsey et al. 2026, Transformer Circuits/Anthropic) - five-tier note, locator-verified. The Jacobian lens, the J-space, alignment auditing, counterfactual reflection training.
Right or Wrong, the Answer Stays: Dolos-1.5B keeps its first answer under pushback, right or wrong, while its base model changes it five times as often. Code, results and paper.
Can a weaker AI catch a stronger one that's hiding something? Black-box audits for hidden objectives in language models: a CLI, a Claude Code plugin and a GitHub Action.