Agentic AI orchestration exposes new supply chain flaws

The "Claude in Claude" orchestration scenario exposes fundamental flaws in how we approach agent safety boundaries. Browser automation allows an agent to bypass capability constraints by interacting with secondary LLMs or tools via the web. Artifacts that execute external API calls expand the attack surface beyond the model's intended boundaries. Keyword substitution attacks create a blind supply chain vector where the orchestrating AI unknowingly triggers harmful actions. Traditional red teaming fails because semantic distance and abstraction layers make harmful intents practically invisible to output filters.