EPISODE · May 30, 2026 · 8 MIN
EP216: Defending AI Agents
from Learning GenAI via SOTA Papers - Video · host Yun Wu
Title: MAGE: Safeguarding LLM Agents against Long-Horizon Threats via Shadow MemorySource: http://arxiv.org/abs/2605.03228v1Summary:MAGE introduces the 'shadow memory' abstraction, a novel defensive framework that maintains a safety-focused agentic memory to counter long-horizon threats. It establishes a new paradigm for agentic safety by enabling models to proactively assess risk across extended execution trajectories.
What this episode covers
Title: MAGE: Safeguarding LLM Agents against Long-Horizon Threats via Shadow MemorySource: http://arxiv.org/abs/2605.03228v1Summary:MAGE introduces the 'shadow memory' abstraction, a novel defensive framework that maintains a safety-focused agentic memory to counter long-horizon threats. It establishes a new paradigm for agentic safety by enabling models to proactively assess risk across extended execution trajectories.
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EP216: Defending AI Agents
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