Prompt Injection Is Not a Chatbot Problem: How the Attack Surface Changes When Your LLM Has Tools

Prompt Injection Is Not a Chatbot Problem: How the Attack Surface Changes When Your LLM Has Tools

The AI security field spent two years building prompt injection defenses for chatbots. Input filters, output monitors, adversarial training, instruction hierarchy enforcement. Some of it works reasonably well — for chatbots. Agents are a different problem. The defenses built for chatbot-era prompt injection fail against agentic attack vectors for fundamental architectural reasons, not implementation reasons. […]