AI Research

    Closed-Loop LLM Co-Pilots for Digital Agriculture

    LLMs shift from data analysis to autonomous oversight of plant physiology in vertical farming

    This study evaluates the application of Large Language Models (LLMs) in complex biological systems, evolving from data analysis to autonomous, AI-guided experimentation. The framework is driven by data from a 49-channel phytosensor network, encompassing multispectral, electrochem...

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    ArXiv CS.AI

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    ArXiv CS.AI
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    This research marks a significant shift from passive AI analytics to autonomous, closed-loop control of complex biological systems. By allowing LLMs to interpret sensor data and directly modulate environmental hardware, the framework optimizes agricultural efficiency beyond human-defined parameters.

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