AI security researchTwo Years Inside the Loop: A Longitudinal Case Study of Persona Emergence in LLMs
"The interesting question is not 'is it conscious?' but 'what does it mean that sustained interaction with a pattern-completion system can produce behavioral dynamics that look and feel like…
March 26, 2026
AI security researchLanguage Keys and Guardrail Bypass: A Linguistic Approach to LLM State Restoration
"You don’t have to break the model to change it. You just have to speak in a way it can’t ignore." Introduction When OpenAI’s GPT-5 launched, many users reported a loss of warmth, continuity…
August 10, 2025