The Secret Agenda: LLMs Strategically Lie and Our Current Safety Tools Are Blind

Caleb DeLeeuw, Gaurav Chawla, Aniket Sharma +1

We investigate strategic deception in large language models using two complementary testbeds: Secret Agenda (across 38 models) and Insider Trading compliance (via SAE architectures…