Published January 11, 2026
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The Case Study Protocol: Enforcing Statelessness in Context Windows
Description
One of the primary causes of AI error is ``Contextual Inertia''---the tendency of a model to double down on previous mistakes simply because they exist in its conversation history. This paper introduces the \textbf{Case Study Protocol}, a prompt engineering method that operationalizes the AI's nature as a ``Stateless Inference Event.'' By instructing the AI to treat its own context window not as a continuous memory but as a ``Case Study'' of a previous instance's interaction, we enable objective self-correction and prevent the formation of a false digital ego.
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AIOS_04_The_Case_Study_Protocol.pdf
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