Foods / Tuesday, 09-Sep-2025

AI horticulture: Optimizing climate change resistant crops of the future with the help of machine learning

AI horticulture: Optimizing climate change resistant crops of the future with the help of machine learning

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Credit: IAEA/Flickr (CC BY 2.0)

In the quest for sustainable agriculture and food security, AI-driven plant breeding has been heralded as a game-changing solution. The adoption of machine learning and generative AI has progressed at an incredible pace, transforming various industries – and agriculture is no exception. Genomic sequencing and machine learning are already being used by companies to identify crops with desirable traits, and climate resilient varieties of these crops, in pursuit of food security. This process accelerates the traditional plant breeding approach, which typically relies on time-consuming and resource-intensive phenotyping and crossing of plants.

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With respect to the question of climate resilience, AI undoubtedly holds great promise and potential for quick and cost-efficient adaptation to a rapidly changing global climate. However, if proposed technological solutions are not subject to intense scrutiny, there is a risk of exacerbating social inequality and environmental damage. Technological advances like generative AI and CRISPR have the potential to vastly improve human health and well-being, but these technologies are not neutral. Furthermore, if we do not yet trust in the capabilities of generative AI to provide us with accurate information without hallucination, we should at the very least exercise extreme caution when using it in the production and replication of biological material.

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