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Apr 21, 2025 14 min

AI Agent Protocols and Human Preference

from Best AI papers explained Hosted by Enoch H. Kang

We explore research ideas focused on understanding human preferences within AI agent ecosystems that utilize standardized protocols like MCP and A2A. It explores three interconnected approaches: dynamically eliciting user preferences during task execution leveraging these protocols, eliciting user preferences regarding the agents' interaction styles when using these protocols, and inferring users' latent preferences from the interaction logs generated by protocol use. The research intends to use the work of Max Kleiman-Weiner on computational cognitive science as a theoretical foundation for modeling and understanding these preferences. Ultimately, the goal is to develop methods for creating AI agents that are better aligned with human values and interaction preferences within these structured environments.

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AI Agent Protocols and Human Preference

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This episode is 14 minutes long.

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This episode was published on April 21, 2025.

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