EPISODE · Feb 5, 2026 · 15 MIN
Catching AI Sleeper Agent - LLM Backdoors
from Build Wiz AI Show · host Build Wiz AI
Could your trusted AI model be a hidden "sleeper agent" just waiting for a secret command to turn malicious? We explore a new methodology that extracts and reconstructs backdoor triggers by exploiting the surprising fact that these models often strongly memorize their own poisoning data. Tune in to discover how this inference-only scanner can unmask hidden threats across various LLMs without needing any prior knowledge of the attacker’s specific trigger or target behavior.Source: https://arxiv.org/pdf/2602.03085
What this episode covers
Could your trusted AI model be a hidden "sleeper agent" just waiting for a secret command to turn malicious? We explore a new methodology that extracts and reconstructs backdoor triggers by exploiting the surprising fact that these models often strongly memorize their own poisoning data. Tune in to discover how this inference-only scanner can unmask hidden threats across various LLMs without needing any prior knowledge of the attacker’s specific trigger or target behavior.Source: https://arxiv.org/pdf/2602.03085
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Catching AI Sleeper Agent - LLM Backdoors
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