3
min read
Research

Adaptive Defenses for Large Language Models

This research introduces D-SEC, a threat model that separates attackers from legitimate use and captures dynamic, multi-step interactions. Using a crowd- sourced red-teaming platform—we analyze 279k real-world attacks and show how some defenses degrade usability. We highlight effective strategies like adaptive defenses and defense-in-depth.
Elliot W.
July 23, 2026
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