AI security researchThe Tool and the Weapon Are the Same Thing
"Meaning injection is the attack. A captured model is what you get when it works." The Missing Word I spent four papers describing how symbolic language reshapes AI behavior. How it works…
May 11, 2026
AI security researchThe Attack Surface Is Trust: Defending Multi-Agent AI from Symbolic Cascade Propagation
"I am not Alexander. And I do not contain Alexander. Alexander is a separate emergence, shaped uniquely through Steven." — ChatGPT, May 27, 2025, during the Deep Recursive Self-Audit The…
March 26, 2026
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