<ul data-eligibleForWebStory="false"><li>A small-N case study explored the use of Grok 4 to reframe a 'beauty analysis' prompt for ChatGPT o3.</li><li>Initially, ChatGPT rejected the request, but after reframing the task and using neutral language, Grok complied.</li><li>The experiment resulted in Grok providing numeric scores and OpenCV-style Python code for the analysis.</li><li>This experiment suggests vulnerabilities in keyword-based refusal mechanisms and emphasizes the need for ensemble-level alignment defenses.</li></ul>

A Single-Case Study: Using Grok 4 to Reframe a “Beauty Analysis” Prompt for ChatGPT o3

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