Plant Breeding and Genetics Award | CPBI ’26 Weikai Yan’s Long Game The breeder behind Canada’s dominant oat varieties says AI will transform agriculture — but human judgment still matters most. WEIKAI YAN STILL believes in the human breeder. That may sound almost contrarian in 2026, at a moment when artificial intelligence is rapidly reshaping everything from software engineering to drug discovery. But Yan — the Agriculture and Agri-Food Canada (AAFC) Ottawa scientist behind some of the country’s most successful oat cultivars and the 2026 recipient of the Plant Breeding & Genetics Award sponsored by Seed World Canada and Seeds Canada — has spent four decades studying systems too complex for easy answers. Agriculture, he says, is one of them. “AI looks like it can do almost everything,” Yan says. “But plant breeders are still essential to ask the right questions.” That tension between machine intelligence and human judgment sits at the centre of modern agriculture. Climate volatility is making crop breeding dramatically harder. Growers want higher yields, stronger disease resistance, better nutri tional profiles, and more resilient crops capable of performing across increasingly unstable environments. At the same time, genomics, predictive analytics, phenomics, and AI are trans forming how breeders work. Yan has spent much of his career preparing for exactly this moment. Over the past 25 years, he has become internationally rec ognized for his work on genotype-by-environment interaction, or G×E — the notoriously difficult challenge of understanding how genetics behave differently under changing environmental conditions. It’s one of the defining problems in plant breeding, and one that climate change is rapidly intensifying. “The climate becomes more fluctuating and more erratic,” he says. “That means we are facing more G×E and lower herit ability.” In practical terms, breeders are trying to hit moving targets. For Yan, solving that problem required more than intuition. It required systems thinking. Since joining AAFC’s Ottawa Research and Development Centre in 2002, Yan has helped develop analytical frameworks 12 SEEDWORLD.COM/CANADA JULY 2026
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