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Explainable AI: Opening the Black Box of LLM Agent Decisions

Hannes Hapke discusses using sparse autoencoders to explain LLM agent decisions, providing a model-agnostic framework for understanding why agents make certain choices. The Kiji Inspector tool is introduced as a solution for explaining agent decisions, allowing for causal analysis and feature extraction.

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Explainable AI: Opening the Black Box of LLM Agent Decisions

Hannes Hapke discusses using sparse autoencoders to explain LLM agent decisions, providing a model-agnostic framework for understanding why agents make certain choices. The Kiji Inspector tool is introduced as a solution for explaining agent decisions, allowing for causal analysis and feature extraction.

Explainable AI: Opening the Black Box of LLM Agent Decisions

Hannes Hapke discusses using sparse autoencoders to explain LLM agent decisions, providing a model-agnostic framework for understanding why agents make certain choices. The Kiji Inspector tool is introduced as a solution for explaining agent decisions, allowing for causal analysis and feature extraction.

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Security Teams Must Shift from Patching to Mitigation in the AI Era

Security teams must shift focus from patching to mitigation due to AI-powered attacks, with the average time to exploitation falling to one day in 2026, and expected to be just one minute in 2027. Mitigation tasks include behavior blocking, default-deny, and least privilege.

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