Commercial LLM Agents Vulnerable to Simple Yet Dangerous Attacks
Date: 2025-02
Affected: Commercial LLM agent platforms
Attack vector: tool-abuse
Category: research
Severity: High

ArXiv research showed commercial LLM agents (with memory, retrieval, web, API tools) are far more vulnerable than isolated LLMs to simple attacks across the full agentic stack.


Mitigations:

Architectural layers (MAESTRO):