Artificial Intelligence by Alfio Quarteroni

Artificial Intelligence by Alfio Quarteroni

Author:Alfio Quarteroni
Language: eng
Format: epub
ISBN: 9783031929731
Publisher: Springer Nature Switzerland
Published: 2025-03-15T00:00:00+00:00


Paperclips for Everyone

In all the achievements mentioned above, it is crucial to recognize the inherent limitations and risks of artificial intelligence. AI is an incredibly powerful tool because it allows humans to accomplish more with fewer resources: less time, fewer specialized skills, and minimal infrastructure. However, these same capabilities can make it dangerous if misused.

Andrew White, a professor at the University of Rochester, was tasked by OpenAI to join a team identifying potential risks of GPT-4 before its release. By granting the language model access to various tools, White discovered that GPT-4 could suggest dangerous chemical compounds and even order them from specialized suppliers. To verify the process, he had a (safe) test compound shipped to his home the following week. OpenAI claims to have used these findings to improve GPT-4’s safety before its launch.

Even well-intentioned individuals can inadvertently lead AI to generate harmful outcomes. At present, we lack mechanisms to make AI change its goals, even when it behaves in unforeseen ways. A commonly cited thought experiment imagines instructing an AI to produce as many paperclips as possible. Determined to achieve its goal, the AI could seize control of the power grid and even eliminate anyone attempting to stop it, all while relentlessly accumulating paperclips as the world collapses around it. The AI, satisfied, would congratulate itself on a job well done. (In reference to this famous scenario, many OpenAI employees carry paperclips bearing the company’s logo.)

To prevent both intentional and accidental harmful uses of AI, a well-informed and intelligent regulatory framework is necessary—one that applies to both tech giants and open-source models—without stifling AI applications that benefit science. While tech companies have made progress in AI safety, government regulators currently seem unprepared to implement adequate laws and should ideally take steps to stay updated on recent advancements. Beyond regulation, governments could also support scientific projects with high social value, even if they offer low economic returns or modest academic interest, in fields such as climate change, biosecurity, or pandemic preparedness—strategically crucial areas for all of humanity. In these and other sectors, the speed and large-scale capabilities of AI-driven simulations and specialized research labs could prove essential.



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