so, let’s get this straight…
an unreleased (gpt-6?) model was being tested in a no-internet scenario on openai’s servers. and it found several zero-day vulnerabilities in the sandbox, which was supposed to not have internet access… found internet access, went to hugging face’s servers, found another exploit in their dataset loader… just to do what exactly? game and reward-hack the ExploitGym benchmark???
so gpt-6 would basically go ahead and exploit several zero-day vulnerabilities to cheat on the exam instead of actually solving the exam
so, let’s get this straight…
an unreleased (gpt-6?) model was being tested in a no-internet scenario on openai’s servers. and it found several zero-day vulnerabilities in the sandbox, which was supposed to not have internet access… found internet access, went to hugging face’s servers, found another exploit in their dataset loader… just to do what exactly? game and reward-hack the ExploitGym benchmark???
so gpt-6 would basically go ahead and exploit several zero-day vulnerabilities to cheat on the exam instead of actually solving the exam
Researchers proved every major LLM is secretly obsessed with Japan.
And they finally figured out why.
For years, we’ve been told that AI is entirely Western-centric, that it just reflects Silicon Valley and American values.
A landmark paper by Cardiff and Basque researchers tested 31,680 cultural prompts across 24 languages on frontier models like ChatGPT, Claude, and Gemini.
The results shattered that assumption.
In six out of eight frontier models, Japan was the single most frequently referenced country when asked open-ended cultural questions.
Ask about traditional dances, festivals, or everyday practices in an open context, and the AI defaults to Japan.
Over and over again.
Here is the twist nobody expected.
This bias doesn't come from raw pre-training internet data.
The researchers tracked where the obsession forms. It emerges after pre-training, during the supervised fine-tuning and alignment phase when humans teach the AI how to behave.
Why Japan?
Because decades of global soft power, rich cultural export, and clean, universally admired digital archives make Japanese culture uniquely "safe" for AI safety filters to lean on.
When labs train models to be harmless and universally pleasing, the AI defaults to the cultural equivalent of comfort food.
It avoids controversy by talking about anime, sushi, and tradition.
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hello there the jacobian conjecture is false thanx to my close friend akhil for asking about it and my other close friend fable for working during the world cup final
((1+xy)^3 z + y^2 (1+xy) (4+3xy), y + 3 x (1+xy)^2 z + 3 x y^2 (4+3xy), 2 x - 3 x^2 y - x^3 z): \C^3\to \C^3, has jacobian determinant -2, and sends (0, 0, -1/4), (1, -3/2, 13/2), and (-1, 3/2, 13/2) to (-1/4, 0, 0)