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Geoffrey Hinton, one of the “fathers of AI”, voiced concerns
that future AI systems may surpass human intelligence. In May 2024, OpenAI removed accounts involving the use of ChatGPT by
state-backed influence operations such as China’s Spamouflage, Russia’s Doppelganger, and Israel’s Ministry of Diaspora Affairs and Combating Antisemitism.
OpenAI said it has taken steps to effectively clarify
and address the issues raised; an age verification tool was implemented to ensure users are at least 13
years old. In late March 2023, the Italian data protection authority banned
ChatGPT in Italy and opened an investigation. A shadow market has
emerged for Chinese users to get access to foreign software
tools. Stanford researchers reported that GPT-4 “passes a rigorous Turing test, diverging from average human behavior chiefly to be more cooperative.”
Efforts to ban chatbots like ChatGPT in schools focus
on preventing cheating, but enforcement faces challenges due to AI
detection inaccuracies and widespread accessibility of chatbot technology.
The potential benefits include enhancing personalized learning, improving student productivity, assisting with
brainstorming, summarization, and supporting language literacy
skills. The chatbot technology can improve security by cyber defense automation, threat intelligence, attack identification, and
reporting. In July 2024, Futurism reported that GPT-4o in ChatGPT would sometimes link “scam news sites that deluge the user with fake software updates and virus warnings”; these pop-ups can be used to coerce
users into downloading malware or potentially unwanted
programs. After the release of GPT 5.2, it was revealed in a paper published on December 11, 2025, that a variant of the model for the first time
solved an open problem (learning-curve monotonicity for MLE in Gaussian settings)
in mathematics with an original solution. ChatGPT has been used to generate introductory sections and abstracts for scientific articles.

The term “hallucination” as applied to LLMs is distinct from
its meaning in psychology, and the phenomenon in chatbots is more similar
to confabulation or bullshitting. OpenAI has sometimes mitigated this effect
by updating the training data. ChatGPT’s training data only covers a period up to the cut-off date, so it lacks knowledge of recent events.
At launch, the feature was limited to purchases on Etsy from US users
with a payment method linked to their OpenAI account. One of the most significant improvements was
in the generation of text within images, which is especially useful for branded content.
In March 2025, OpenAI updated ChatGPT to generate images using GPT Image
instead of DALL-E.

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