Now beginners really have to learn how to avoid scams and traps created by scammers.
The more advanced today's technology with the help of AI the easier it is for scammers to make their fraud methods more perfect.
As a person who has been in crypto for quite a long time, I also have to keep up with the development of this technology and of course beginners should also do it. It is also easier to learn something, if beginners cannot develop then it will hinder them and only become a target for scammers.
Speaking of AI and it's development, there's already a thing called "Deepfake" where in a video, it appears that the CEO or the developer of the project is speaking and talking about their project and in the end, they will ask for some money. If you're a newbie, and you saw that video with lots of flowery and attractive words, for sure you will get attracted to it, will invest into it and *poof* your money is gone in an instant.
This is why AI right now is both beneficial and dangerous depending on how you will use it. I've been in the crypto for some time as well, and I would say that these scammers will not work against me, but their chances of success will increase if they will target those newbies. Like what you said, continuous learning is the key. Learning how to avoid these scammers is the key. As a newbie, always focus on learning first and not on earning. Profit will come, but scammers will come even more if you're unequip with knowledge.