AI Security28 June 2026
Prompt Injection as Role Confusion: The Structural Flaw at LLM Core
New research shows LLMs distinguish system, user, and assistant roles by stylistic pattern rather than any structural boundary — making prompt injection a property of the architecture, not a fixable edge case.
prompt injectionllm securityai red-teaming
5 min readRead
LLM Security28 June 2026
6,000 Prompt Injection Attempts, Zero Leaks: What the HackMyClaw Challenge Actually Proves
Fernando Irarrázaval opened his OpenClaw AI email agent to 2,000 attackers and 6,000 attempts. Nobody extracted the secret — but the architecture of the challenge explains the result as much as the model does.
prompt injectionllm securityai agents
4 min readRead