I understand how base models tokenize language. What I’m curious about you’re basing your response off a horrendously screenshotted meme image of someone interacting with deepseek. Is your concern that deepseek isn’t showing the code used to approach a hex string? Because that’s certainly a valid concern, though you can ask the model to output the code it is running. That’s definitely an ethics improvement that should be made in the UI, but it’s very clear what the model is doing under the hood

I’m confused, is the concern when the model doesn’t properly identify when it is using software to identify something like a hex pattern?

It’s probably deepseek r1, which is a “reasoning” model so basically it has sub-models doing things like running computation while the “supervisor” part of the model “talks to them” and relays back the approach. Trying to imitate the way humans think. That being said, models are getting “agentic” meaning they have the ability to run software tools against what you send them, and while it’s obviously being super hyped up by all the tech bro accellerationists, it is likely where LLMs and the like are headed, for better or for worse.