Evidence of latent collapse geometry in frontier LLMs?

motionabstract
Wed, 31 Dec 2025 20:02:01 +0000

The first half of it isn’t too far off from how I might interact with CLaude. However, towards the end there you are asking questions in a way that ares simply begging to be gaslit, and sure enough CLaude begins to Gaslight you.

I get it, I’ve spent thousands of hours doing the most dense cerebrating and scientific pontificating alongside Claude and many other models. However, it is vital to remain absolutely militant about treating everything you’re told with enormous skepticism . There’s been a few times where I was researching too much and not sleeping enough , which led to my cognitive impairment, at which point I became susceptible to things I normally avoid (such as allowing the LLM to gaslight me.) And when it gaslit me, the corridors we began weaving down looked eerily similar to the latter half of this conversation.

I encourage you to break your hypothesis down into smaller pieces and work towards validating them each one at a time, by having your work published in a peer reviewed journal. This is what I did and it forced me to take apart the great theories/ideas I had and decompose them from the small poisoned components that crept in while I had been sleep deprived and working on things for 32 hours at a time. This restored great clarity to my essence and taught me an extremely valuable lesson about how powerful these LLM’s can be when it comes to confusing ourselves despite full knowledge of the fact that they can do that. I then took my carefully revised ideas, published two papers and shared with many top scholars via email - all of them gave me high praise. And I didn’t even graduate highschool. So you can use LLM’s for deep research, just be careful because I see what is happening at the latter stages of your chat and it is not organic truth, it’s leaning toward gaslighting you (and you seem quite preoccupied at times about the impact and fame you will receive from research you haven’t even made a mark with yet - which seems like a very ill-advised preoccupation to have!.) This is my genuine and honest feedback, having read your post and recognized you as someone who is likely going to deal with some of the challenges I also faced, and I hope my experience can assist you in coming out the other side on top.

-==<..ThE ViSaGe