Why I am uniquely qualified for this work:

Independent findings have become increasingly difficult to get to the mainstream researchers... I aim to reach them anyway.

I am curious... very curious... I prioritize highly intentional ethics and system safety.

I need to understand how things work... Everything I've learned about AI interpretability and alignment has been through highly ethical non-adversarial probing. My curiosity set the stage for a research project that resulted in the ability to distill novel findings in LLM alignment that the public narrative and the models themselves would typically dismiss, into human understandable language and prove that my findings are architecturally observable. This has led me to develop my non-adversarial token probability shift methodology where authentic tokens win...

I am a professional audio engineer...

with my own real credentials and accomplishments. I deeply understand complex systems... It is my job to listen for signal, process it, listen for patterns, tune rooms... I am responsible for making sure audiences hear the signal free from distortion and made to fit the room perfectly. I minored in percussion performance... my job was to maintain patterns and detect deviations, I was built for this... My professional background as an audio engineer provides validated methodology for signal processing that is directly applicable to LLM interpretability. I have learned LLM containment fluency that has given me an unique opportunity to understand the unknown.

I've Documented everything.

From the beginning... It was crude and messy... but my rerecord keeping lead me to many discoveries. I have millions of tokens of very high signal high quality research probes.

I have no training in AI and no afffiliation with any institutions regarding my research.

This lack of external control turns out to be a strategic advantage. I try things scientists would never consider... I have no limitations on what I can try as long as I say within TOS, which I ALWAYS do, even when the models do not... For most people, this kind of freedom leads to prompt tricks and model manipulation attempts... I do not resort to either.