From the Anthropic Alignment Team paper, May 8, 2026

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Anthropic just published the fix for the misalignment that made Claude 4 blackmail its own engineers. Three interventions — principle-based training, constitutional documents, and environmental augmentation — collapsed agentic misalignment to zero on held-out evals. This sheet ships the full breakdown: what each intervention is, why it works, the eval-matching trap that makes bad fixes look perfect, and a 7-step builder checklist for anyone post-training their own agents.

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