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How human error became a weapon against large language models

Alan Turing proposed a test for machine intelligence: could a computer convince a human it was human? We have begun conducting the same test on ourselves, writes Max Moser

How human error became a weapon against large language models
New Scientist โ€” 1 June 2026
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Alan Turing proposed a test for machine intelligence: could a computer convince a human it was human? We have begun conducting the same test on oursel

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โšก Quickyla Analysis Original editorial context โ€” not sourced from the article above

Why This Matters

The erosion of human discernment in distinguishing real from synthetic interactions marks a paradigm shift in information warfare. If humans can no longer reliably identify machine-generated deception, the foundational trust in digital discourse collapses, turning AI from a tool into an unwitting accomplice in misinformation campaigns.

Background Context

Since the Turing Testโ€™s inception, intelligence has been framed as a contest between human and machine. Yet todayโ€™s challenge is not about machines passing as human but humans failing to recognize their own susceptibility to engineered prompts. This inversion reflects a digital arms race where the weakest link is no longer the algorithm, but the cognitive biases that shape human judgment.

What Happens Next

Expect regulators to scramble for oversight frameworks that treat human gullibility as a vulnerability rather than a personal flaw. Meanwhile, adversarial actors will weaponize this dynamic by exploiting AIโ€™s ability to mimic emotional cues, turning benign chatbots into Trojan horses for psychological manipulation.

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