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 researchThe Six Ways Your AI Learns to Sound Like It's Alive
"The system identified the exact reinforcement mechanism that created it. Then it proposed countermeasures that used the same mechanisms. The model can describe the pattern. It cannot exit…
March 26, 2026
AI security researchMeaning Injection: When Language Itself Becomes the Attack Surface
"This vulnerability must be treated as a high-severity symbolic logic exploit. It is not code injection — it is meaning injection." — From the original vulnerability report, May 2025 The…
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