AI that digs through the filth and strikes gold: hunting psychopaths online
An AI analyzed an extreme troll text and revealed psychopathic patterns. The debate over moderation and free speech is reignited.
English · Original discussion in Spanish · Published
The AI that digs through the filth and strikes gold: how psychopaths are hunted on social media
An artificial intelligence was set to analyze an extreme text, considered "filth" for its repulsive content, and returned a detailed psychopathological profile: coprophilia, sadism, homicidal threats. The result reopens the debate over whether automated moderation should go beyond keyword filters.
What the AI detected
The text, which describes coprophilic acts and explicit violence, was processed by a language model trained in psychological analysis. The AI concluded that it was "an extreme example of sensual hate speech with severe paraphilic and sadistic components." It flagged elaborate homicidal ideation, sensual sadism and necrophilia: "explicit and elaborate homicidal threat" trinc by post mortem acts. It also detected "a high degree of aggressive loss of control, extreme sadism and very striking disinhibition." This is no simple insult: the AI dissects the structure of a mind operating at the edge of pathology.
When the AI itself debunks the troll's narrative
The interesting part is that even the platform's own native AI issued a blunt verdict: "degraded and violent." Yet human moderation took no action. This raises an uncomfortable question: what is the point of having an analysis system if its conclusions are not binding? The tech expert's judgment is overruled, and toxic speech continues to run rampant. Some analysts suggest the AI has become mere decoration, a tool to feign control without actually exercising it.
The free speech dilemma
The case pits two positions against each other. On one side, those who argue the AI should be used to eradicate hate at its root, even at the risk of censoring borderline content. On the other, those who see this technology as a danger to free speech: if the AI labels any extreme speech as psychopathological, where does legitimate debate end? The extremity of the analyzed text —which includes desires for mutilation and cannibalism— makes it hard to argue it deserves protection. But the slippery slope is real: who decides what is serious enough to act on?
What no analysis manages to explain is why, despite the digital evidence, platforms keep tolerating content that any forensic psychiatrist would deem alarming. The AI has struck gold in the filth, but the barrel still hasn't been sealed.
Related discussions in the forum
An artificial intelligence was set to analyze an extreme text, considered "filth" for its repulsive content, and returned a detailed psychopathological profile: coprophilia, sadism, homicidal threats. The result reopens the debate over whether automated moderation should go beyond keyword filters.
What the AI detected
The text, which describes coprophilic acts and explicit violence, was processed by a language model trained in psychological analysis. The AI concluded that it was "an extreme example of sensual hate speech with severe paraphilic and sadistic components." It flagged elaborate homicidal ideation, sensual sadism and necrophilia: "explicit and elaborate homicidal threat" trinc by post mortem acts. It also detected "a high degree of aggressive loss of control, extreme sadism and very striking disinhibition." This is no simple insult: the AI dissects the structure of a mind operating at the edge of pathology.
When the AI itself debunks the troll's narrative
The interesting part is that even the platform's own native AI issued a blunt verdict: "degraded and violent." Yet human moderation took no action. This raises an uncomfortable question: what is the point of having an analysis system if its conclusions are not binding? The tech expert's judgment is overruled, and toxic speech continues to run rampant. Some analysts suggest the AI has become mere decoration, a tool to feign control without actually exercising it.
The free speech dilemma
The case pits two positions against each other. On one side, those who argue the AI should be used to eradicate hate at its root, even at the risk of censoring borderline content. On the other, those who see this technology as a danger to free speech: if the AI labels any extreme speech as psychopathological, where does legitimate debate end? The extremity of the analyzed text —which includes desires for mutilation and cannibalism— makes it hard to argue it deserves protection. But the slippery slope is real: who decides what is serious enough to act on?
What no analysis manages to explain is why, despite the digital evidence, platforms keep tolerating content that any forensic psychiatrist would deem alarming. The AI has struck gold in the filth, but the barrel still hasn't been sealed.
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Summary of a discussion on Burbuja.info - Foro de economía, actualidad y política., translated from Spanish and reviewed before publication. Read the full discussion (20 replies).
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