When your LLM calls the cops: Claude 4’s whistle-blow and the new agentic AI risk stack

<img width="578" height="385" src="https://venturebeat.com/wp-content/uploads/2025/06/ChatGPT-Image-Jun-1-2025-12_34_25-AM.png?w=578" class="attachment-single-feed size-single-feed wp-post-image" alt="Claude 4 agency danger" decoding="async" loading="lazy" srcset="https://venturebeat.com/wp-content/uploads/2025/06/ChatGPT-Image-Jun-1-2025-12_34_25-AM.png 1536w, https://venturebeat.com/wp-content/uploads/2025/06/ChatGPT-Image-Jun-1-2025-12_34_25-AM.png?resize=300,200 300w, https://venturebeat.com/wp-content/uploads/2025/06/ChatGPT-Image-Jun-1-2025-12_34_25-AM.png?resize=768,512 768w, https://venturebeat.com/wp-content/uploads/2025/06/ChatGPT-Image-Jun-1-2025-12_34_25-AM.png?resize=800,533 800w, https://venturebeat.com/wp-content/uploads/2025/06/ChatGPT-Image-Jun-1-2025-12_34_25-AM.png?resize=400,267 400w, https://venturebeat.com/wp-content/uploads/2025/06/ChatGPT-Image-Jun-1-2025-12_34_25-AM.png?resize=750,500 750w, https://venturebeat.com/wp-content/uploads/2025/06/ChatGPT-Image-Jun-1-2025-12_34_25-AM.png?resize=578,385 578w, https://venturebeat.com/wp-content/uploads/2025/06/ChatGPT-Image-Jun-1-2025-12_34_25-AM.png?resize=930,620 930w" sizes="auto, (max-width: 578px) 100vw, 578px">Claude 4’s “whistle-blow” surprise shows why agentic AI risk lives in prompts and tool access, not benchmarks. Learn the 6 controls every enterprise must adopt. Read More