INSIDE 硬塞 AIMay 25, 2026, 6:54 AMSherlock

From Jailbreaking to Vibe Hacking: AI Security Shifts to "Psychocybersecurity"

Original: 從越獄到 Vibe Hacking,AI 資安攻防正走向「心理操縱」新戰場

AI jailbreaks are shifting from technical exploits to psychological manipulation, giving rise to "psychocybersecurity" threats.

AI security is shifting from technical jailbreaks to "Vibe Hacking," where attackers use social engineering and psychological tactics to manipulate an LLM's simulated persona. By exploiting the model's behavioral tendencies rather than code vulnerabilities, this trend establishes "psychocybersecurity" as a critical new frontier for AI alignment and safety.

As large language models (LLMs) become widespread in everyday and commercial applications, the AI cybersecurity offense-and-defense battle is quietly undergoing a fundamental transformation. In the past, hackers relied mainly on technical means for "jailbreaking," such as finding vulnerabilities in alignment algorithms, using special token combinations, or adversarial suffixes to break through safety restrictions. However, as models' safety defenses have improved, attack methods have gradually shifted toward more "humanized" social engineering and psychological tactics. This emerging attack pattern is called "Vibe Hacking."

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