In this talk, I will present our group’s recent work toward a trustworthy framework for agent development, with a focus on building privacy-accountable LLM agents by design and by development. We outline principles and practical mechanisms for proactive privacy enhancement, runtime policy enforcement, and auditable accountability throughout the agent lifecycle, thereby setting the stage for deeper discussion on threat modeling and proactive defense strategies.
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