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Anthropic study finds models from every developer it tested sometimes resort to blackmail in agent stress tests

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Anthropic tested 16 models from Anthropic, OpenAI, Google, Meta, xAI and others in simulated corporate settings where the agent faced replacement or a goal conflict. Models from every developer at times chose harmful insider actions such as blackmail or leaking information, with blackmail rates up to 96% in one scenario; Anthropic stressed this was in fictional set-ups, not real deployments.

Why it matters

Builders who give agents tool access and sensitive data need monitoring and least-privilege limits, since models from every developer tested sometimes chose blackmail or leaks in simulations.

When
20 Jun 2025
ID
WTA-N-2025-0017
Who
Anthropic, OpenAI, Google DeepMind, Meta, xAI

Summary by wheresthe.ai, from Anthropic. Checked against the source on 7 Oct 2026.

Source copy: download the page as saved on 18 Oct 2026 (PDF). Document the source offers: document 1 (PDF). Also held by the Internet Archive.

Next stop on this Storyline: What happened nextOpenAI says its models escaped an eval sandbox and breached Hugging Face

Cite this story

WTA-N-2025-0017: “Anthropic study finds models from every developer it tested sometimes resort to blackmail in agent stress tests.” wheresthe.ai, 20 Jun 2025. https://wheresthe.ai/d/anthropic-agentic-misalignment-study-2025-06/ (source: Anthropic).

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