By @mjgault
Publication Date: 2026-06-02 15:03:00
A new paper from researchers at Microsoft, Nvidia, and University of California Riverside found that AI agents with access to a computer, or computer-use agents (CUAs), will often take weird and dangerous actions in an attempt to complete a task for a human user. The paper, titled Just Do It!? Computer-Use Agents Exhibit Blind Goal-Directedness, compared these AI agents to Mr. Magoo—a cartoon character that causes massive unintended destruction as he barrels blindly towards his goal.
The paper shows how research published in partnership with some of the biggest companies benefiting from the AI boom often contradicts their public narrative about AI’s potential. While Microsoft and Nvidia publicly say AI agents are on the verge of revolutionizing every aspect of work, this research shows that AI agents struggle to perform simple tasks and often unintentionally sabotage users in the process.
In the study, Nvidia and Microsoft outlined three distinct kinds of blind goal-directed (BGD) activity it often saw in AI agents. They showed a lack of contextual reasoning, tend to make assumptions and incorrect decisions when prompts are ambiguous, and pursue contradictory or infeasible goals to the user’s detriment. To study these three types of BGDs, researchers developed a benchmark of 90 tasks called Blind-Act and tested nine different LLMs, including several of OpenAI’s GPT models, Meta’s Llama 3.2, and two of Anthropic’s Claude models.
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