I am an independent researcher interested in AI safety, AI governance, and runtime oversight. My current work focuses on the Signal-Time-Authority (STA) framework, a pre-commitment controllability lens for asking when AI oversight is still control-relevant before harmful actions become committed.

My background includes a B.A. in English, and I am currently developing public research notes, toy simulations, and explanatory materials around runtime AI oversight, authority governors, tool-use agents, output release gates, and physical AI safe-stop systems.