ActInf GuestStream: Ron Itelman: Cognitive Experience Design (CXD): Designing AI Systems for Trust

ActInf GuestStream #096.1
Ron Itelman: "Cognitive Experience Design (CXD): Designing AI Systems for Trust"

A fundamental challenge in active inference is observing and verifying beliefs when designing intelligent systems composed of human and machine learners.This talk presents an approach that makes AI decision-making processes transparent and verifiable, similar to how git makes code changes visible.

As protocols for integrating LLMs with applications emerge (e.g., Anthropic's Model-Context-Protocol), we now have opportunities to combine deterministic and probabilistic components in a control systems approach. By introducing a clear design framework for capturing and verifying both human and AI intent, this talk introduces how to enable continuous, real-time belief updating with clear lineage.

Through practical examples and reference implementations, this talk shows how to create feedback mechanisms that capture problem-solving processes and enable real-time recommendations for knowledge and decision-making.

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