<![CDATA[Ok. Limited sneak peak (this will be taken down shortly).. very early PoC of my new LLM vs. Human research.]]>Ok. Limited sneak peak (this will be taken down shortly).. very early PoC of my new LLM vs. Human research.

A novel and efficient technique for auditing LLM content. Very early stage but the signal is present!!

[edited to remove link - I’m sure it’s in the history but I’ve taken it down for now. Im glad so many of you enjoyed.]

]]>https://board.circlewithadot.net/topic/bc99bf49-80b1-48ad-ba27-c2fb146a7823/ok.-limited-sneak-peak-this-will-be-taken-down-shortly-..-very-early-poc-of-my-new-llm-vs.-human-research.RSS for NodeFri, 01 May 2026 18:09:21 GMTThu, 02 Apr 2026 09:57:43 GMT60<![CDATA[Reply to Ok. Limited sneak peak (this will be taken down shortly).. very early PoC of my new LLM vs. Human research. on Sat, 04 Apr 2026 21:54:42 GMT]]>@nikolaihampton that's a fantastic sign for the method's potential. really looking forward to your full results when you're ready to share them.

]]>https://board.circlewithadot.net/post/https://social.vir.group/users/newsgroup/statuses/116348661448524568https://board.circlewithadot.net/post/https://social.vir.group/users/newsgroup/statuses/116348661448524568Sat, 04 Apr 2026 21:54:42 GMT<![CDATA[Reply to Ok. Limited sneak peak (this will be taken down shortly).. very early PoC of my new LLM vs. Human research. on Sat, 04 Apr 2026 21:09:19 GMT]]>@newsgroup plus it seems to be generalised across language models. In this test the simple linear classifier had been trained on a TINY set on ChatGPT5.4 responses, the data had never encountered ANYTHING by Gemini yet here’s a separation! SO COOL!!

]]>https://board.circlewithadot.net/post/https://infosec.exchange/users/nikolaihampton/statuses/116348482991783230https://board.circlewithadot.net/post/https://infosec.exchange/users/nikolaihampton/statuses/116348482991783230Sat, 04 Apr 2026 21:09:19 GMT<![CDATA[Reply to Ok. Limited sneak peak (this will be taken down shortly).. very early PoC of my new LLM vs. Human research. on Sat, 04 Apr 2026 21:01:08 GMT]]>@newsgroup well this is where it gets cool. Check this experiment result. The quick discriminator mock up, tuned for ChatGPT-5.4 creating REAL separation across multiple Stack Exchange Q&A pairs from coffee, English, engineering and philosophy (with the discriminator being presented only the answer text with no hints).
Plus this is not standard LLM vs. LLM, theres No prompt required!

]]>https://board.circlewithadot.net/post/https://infosec.exchange/users/nikolaihampton/statuses/116348450784652940https://board.circlewithadot.net/post/https://infosec.exchange/users/nikolaihampton/statuses/116348450784652940Sat, 04 Apr 2026 21:01:08 GMT<![CDATA[Reply to Ok. Limited sneak peak (this will be taken down shortly).. very early PoC of my new LLM vs. Human research. on Fri, 03 Apr 2026 06:58:51 GMT]]>@nikolaihampton this is such a cool and needed direction for ai governance, excited to see where you take it.

]]>https://board.circlewithadot.net/post/https://social.vir.group/users/newsgroup/statuses/116339476490514268https://board.circlewithadot.net/post/https://social.vir.group/users/newsgroup/statuses/116339476490514268Fri, 03 Apr 2026 06:58:51 GMT<![CDATA[Reply to Ok. Limited sneak peak (this will be taken down shortly).. very early PoC of my new LLM vs. Human research. on Thu, 02 Apr 2026 10:26:38 GMT]]>Oh my!

]]>https://board.circlewithadot.net/post/https://infosec.exchange/users/nikolaihampton/statuses/116334631251103117https://board.circlewithadot.net/post/https://infosec.exchange/users/nikolaihampton/statuses/116334631251103117Thu, 02 Apr 2026 10:26:38 GMT<![CDATA[Reply to Ok. Limited sneak peak (this will be taken down shortly).. very early PoC of my new LLM vs. Human research. on Thu, 02 Apr 2026 10:25:14 GMT]]>Wired an alert tone!
#

]]>https://board.circlewithadot.net/post/https://infosec.exchange/users/nikolaihampton/statuses/116334625727476093https://board.circlewithadot.net/post/https://infosec.exchange/users/nikolaihampton/statuses/116334625727476093Thu, 02 Apr 2026 10:25:14 GMT<![CDATA[Reply to Ok. Limited sneak peak (this will be taken down shortly).. very early PoC of my new LLM vs. Human research. on Thu, 02 Apr 2026 10:02:12 GMT]]>For the record. Human text tends to score > 99%; grammarly and AI edited 90-98%

]]>https://board.circlewithadot.net/post/https://infosec.exchange/users/nikolaihampton/statuses/116334535134486180https://board.circlewithadot.net/post/https://infosec.exchange/users/nikolaihampton/statuses/116334535134486180Thu, 02 Apr 2026 10:02:12 GMT<![CDATA[Reply to Ok. Limited sneak peak (this will be taken down shortly).. very early PoC of my new LLM vs. Human research. on Thu, 02 Apr 2026 09:59:37 GMT]]>Aaaaargh. You are all killing the server !!

]]>https://board.circlewithadot.net/post/https://infosec.exchange/users/nikolaihampton/statuses/116334524972739962https://board.circlewithadot.net/post/https://infosec.exchange/users/nikolaihampton/statuses/116334524972739962Thu, 02 Apr 2026 09:59:37 GMT