Aura-State: Formally Verified LLM State Machine Compiler

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Most students today use general-purpose chatbots that are not designed as tutors. They type in a question and receive a response. But our findings suggest that even small design choices, such as building an AI chatbot with guiding questions, can shape how students engage with the material.

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algorithm and vastly improves what’s possible in our tooling. Rendering is

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