Simcha Kosman


"Tool poisoning attacks —especially advanced forms like ATPA —expose critical blind spots in current implementations.

"Defending against these advanced threats requires a paradigm shift from a model of qualified trust in tool definitions and outputs to one of zero-trust for all external tool interactions. 

"Every piece of information from a tool, whether schema or output, must be treated as potentially adversarial input to the LLM.

"Further research into 
  • Robust runtime monitoring; 
  • LLM self-critique mechanisms for tool interactions; and 
  • Standardized, secure tool communication protocols 
is essential to ensure the safe integration of LLMs with external systems."

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