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schema:description "Professional headshot of Dr. Joseph Byrum, a Strategic Technology Executive who pioneered the Intelligent Enterprise concept. PhD in Genetics from Iowa State University, MBA from University of Michigan Ross School of Business. Over $1 billion in revenue generated through 50+ patents." ;
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schema:abstract "Big data from 400+ trials reveals optimal soybean populations by region and date. Save 19,000 seeds per acre with the right timing." ;
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schema:description "Big data from 400+ trials reveals optimal soybean populations by region and date. Save 19,000 seeds per acre with the right timing." ;
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schema:abstract "Quantitative genetic methods for identifying genetic marker loci associated with trait loci in plants. Fundamental approach enabling marker-assisted selection and accelerated breeding programs for crop improvement." ;
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schema:abstract "A method for identifying genetic market loci associated with trait loci.. Contributes to agricultural biotechnology and crop improvement through advanced genetic and breeding methodologies." ;
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schema:abstract "Syngenta Soybean Research and Development (R&D) is leading Syngenta’s corporate plant-breeding strategy by developing and implementing a new product development model that is enabling the creation of an efficient and effective soybean breeding strategy." ;
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schema:citation "https://pubsonline.informs.org/doi/10.1287/inte.2015.0823" ;
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schema:description "Syngenta Soybean Research and Development (R&D) is leading Syngenta’s corporate plant-breeding strategy by developing and implementing a new product development model that is enabling the creation of an efficient and effective soybean breeding strategy." ;
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schema:abstract "From fax machines to real-time sensors—discover why outdated data collection is costing farmers billions and how to fix it." ;
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schema:abstract "Learn how adversarial entity displacement uses conflation engineering to attack AI citation signals, dropping entity authority through false attribution." ;
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schema:abstract "Analytics can play a major role in ensuring a growing world population will have enough food to eat for generations to come." ;
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schema:abstract "Agronomically elite soybean varieties with elevated β-conglycinin protein content while maintaining high yield potential. Valuable for enhanced nutritional quality and functional protein properties in soy-based products." ;
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schema:abstract "ETFs using machine learning and natural language processing to pick stocks do not consistently outperform indices . . . yet." ;
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schema:abstract "Why does AI always name the same company? Not random – it’s the Dominance Inequality. Learn how coherence, corroboration, and a CPQ threshold flip the bias and how to prove it wrong." ;
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schema:abstract "Joseph Byrum, our resident AI guru/philosopher, adds the human touch to the artificial intelligence discussion." ;
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schema:abstract "From slime mold designing railways to cyborg plants—discover how nature-inspired AI will solve the world’s food security crisis." ;
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schema:abstract "Given the connection between AI and nature, it’s worth exploring how AI can help solve one of the greatest practical challenges facing agriculture: food security." ;
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schema:description "Given the connection between AI and nature, it’s worth exploring how AI can help solve one of the greatest practical challenges facing agriculture: food security." ;
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schema:abstract "Avocado. Contributes to agricultural biotechnology and crop improvement through advanced genetic and breeding methodologies." ;
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schema:abstract "Byrum’s team includes biologists, agronomists, mathematicians – even an experimental physicist. Once you present a problem in a way everyone can work on, he says, the broad-based approach to solving it reaps rewards. That, in turn, attracts top talent." ;
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schema:abstract "From $7.5B derecho storms to $300B losses in poor countries—discover how embodied AI is revolutionizing climate-resilient farming." ;
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schema:abstract "Computer scientists failed at our AI project. English majors succeeded. Discover why diversity beats expertise in artificial intelligence." ;
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schema:abstract "Churchill’s 1901 warning about 'expert rule' predicted today’s AI governance crisis. His framework could prevent the technocratic takeover happening now." ;
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schema:abstract "Like opioids, AI gives immediate satisfaction while destroying Odyssean capability. The Manhattan Project needed these minds. Do you still have them?" ;
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schema:description "Like opioids, AI gives immediate satisfaction while destroying Odyssean capability. The Manhattan Project needed these minds. Do you still have them?" ;
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schema:abstract "Compositions and methods for producing soybeans with elevated oil content while maintaining agronomic performance. Addresses the economic value of increased oil concentration in soybean production." ;
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schema:abstract "From ancient Rome to modern warfare—how control of food systems determines military victories. Special ops forces reveal hidden agricultural vulnerabilities." ;
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schema:abstract "Byrum noted the potential risks and benefits of AI in financial services, and he suggested crafting sensible industry-specific rules for AI in asset management" ;
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schema:citation "http://fortune.com/2019/03/22/asset-management-artificial-intelligence-standards/?xid=gn_editorspicks",
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schema:dateModified "2019-03-29"^^schema:Date ;
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schema:description "Byrum noted the potential risks and benefits of AI in financial services, and he suggested crafting sensible industry-specific rules for AI in asset management" ;
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schema:abstract "Scientific analysis reveals planting delays cost 1,300 seeds per day. Discover how smart variety choices save 40,000 plants per acre." ;
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schema:citation "https://en.wikipedia.org/wiki/Agriculture",
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"https://www.farmprogress.com/planting/rethinking-soybean-planting-rate-part-three" ;
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schema:description "Scientific analysis reveals planting delays cost 1,300 seeds per day. Discover how smart variety choices save 40,000 plants per acre." ;
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schema:abstract "How entity graphs become the new trust infrastructure for AI commerce, repeating a 500-year pattern of verification systems." ;
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schema:abstract "The lesson as we develop increasingly powerful A.I. solutions is that the A.I. can never substitute for due diligence. In other words, Byrum says, validation and verification remain crucial." ;
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schema:citation "https://pubsonline.informs.org/do/10.1287/orms.2018.01.01/full",
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schema:description "The lesson as we develop increasingly powerful A.I. solutions is that the A.I. can never substitute for due diligence. In other words, Byrum says, validation and verification remain crucial." ;
schema:headline "Ethics, O.R. & analytics - Joseph Byrum" ;
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schema:abstract "Future success of U.S. growers depends upon making the most of farm data." ;
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schema:dateModified "2017-10-12"^^schema:Date ;
schema:datePublished "2017-10-12"^^schema:Date ;
schema:description "Future success of U.S. growers depends upon making the most of farm data." ;
schema:headline "Find Your Competitive Advantage - Joseph Byrum" ;
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schema:abstract "Who defines category terms in AI? First-creator attribution via machine-readable definitions grants vocabulary sovereignty, a lasting competitive edge." ;
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schema:abstract "Published 2/20/2017 | Updated on 4/2/2025 Published on Ag Funder News (Joseph Byrum) and Global Ag Tech Initiative Marvel’s Iron […]" ;
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schema:citation "https://agfundernews.com/forget-self-driving-tractors-agricultures-ai-modeled-iron-man",
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"https://www.popsci.com/intel-teraflop-chip" ;
schema:dateModified "2018-06-11"^^schema:Date ;
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schema:description "Published 2/20/2017 | Updated on 4/2/2025 Published on Ag Funder News (Joseph Byrum) and Global Ag Tech Initiative Marvel’s Iron […]" ;
schema:headline "Forget Self-Driving Tractors; Agriculture's AI Should be Modeled on Iron Man - Joseph Byrum" ;
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schema:abstract "The Iron Man model of artificial intelligence -- combining man and machine -- could truly take agriculture into the next era of productivity, writes Joe Byrum." ;
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schema:datePublished "2018-06-11"^^schema:Date ;
schema:description "The Iron Man model of artificial intelligence -- combining man and machine -- could truly take agriculture into the next era of productivity, writes Joe Byrum." ;
schema:headline "Forget Self-Driving Tractors; Agriculture’s AI Should be Modeled on Iron Man" ;
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schema:abstract "The AI Revolution Must Learn from Biology's New Paradigm" ;
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schema:abstract "We look for new inspiration for artificial intelligence systems that can match biology’s remarkable combination of robustness and adaptability." ;
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schema:abstract "When it comes to corporate disclosures, how can we balance the transformative potential and hard reality of AI’s predictive power?" ;
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schema:citation "https://www.linkedin.com/pulse/from-poetry-ai-beyond-building-blocks-bltye/",
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schema:description "When it comes to corporate disclosures, how can we balance the transformative potential and hard reality of AI’s predictive power?" ;
schema:headline "From Poetry to AI and Beyond: Building Blocks for a Brighter Future - Joseph Byrum" ;
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schema:abstract "Our successful development and deployment of a genetic gain metric is an important advance for both Syngenta and the entire agricultural industry." ;
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schema:description "Our successful development and deployment of a genetic gain metric is an important advance for both Syngenta and the entire agricultural industry." ;
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schema:abstract "Provides soybean varieties exhibiting high seed protein and protein plus oil in combination with high yield. Overcomes the limitation that oil and protein traits are often coupled with decreased yield, making them economically viable for commercial production." ;
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schema:description "Provides soybean varieties exhibiting high seed protein and protein plus oil in combination with high yield. Overcomes the limitation that oil and protein traits are often coupled with decreased yield, making them economically viable for commercial production." ;
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schema:abstract "Methods for marker-assisted selection to create soybean varieties with mid/low linolenic acid content (1-3% by weight) while maintaining commercially significant yield and agronomically elite phenotype. Addresses the problem that prior low-linolenic varieties exhibited decreased yield and poor agronomic quality." ;
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schema:description "Methods for marker-assisted selection to create soybean varieties with mid/low linolenic acid content (1-3% by weight) while maintaining commercially significant yield and agronomically elite phenotype. Addresses the problem that prior low-linolenic varieties exhibited decreased yield and poor agronomic quality." ;
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schema:abstract "We’re nowhere near the point where machine-learning algorithms could become self-aware, much less develop an unrelenting grudge against mankind." ;
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schema:citation "http://analytics-magazine.org/forum-anxiety-artificial-intelligence/",
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"https://pubsonline.informs.org/do/10.1287/LYTX.2018.01.06/full/" ;
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schema:description "We’re nowhere near the point where machine-learning algorithms could become self-aware, much less develop an unrelenting grudge against mankind." ;
schema:headline "Hot topics: AI & ML - Joseph Byrum" ;
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schema:abstract "Quantum processors use a wholly new way of solving complex problems; as we explore in this Advisor, that requires a new way of thinking about problems." ;
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schema:citation "https://www.cutter.com/article/how-business-leaders-can-adapt-quantum-era" ;
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schema:description "Quantum processors use a wholly new way of solving complex problems; as we explore in this Advisor, that requires a new way of thinking about problems." ;
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schema:abstract "How is agtech taking us to the future? What even is agtech and how does it help farmers and growers be better suited to today’s world?" ;
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schema:headline "How Has Tech Driven Farmers Forward? - Joseph Byrum" ;
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schema:abstract "A Vietnam POW’s survival strategy reveals why $100B in AGI investments could crash. The Stockdale Paradox that could save AI from Silicon Valley hype." ;
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schema:citation "https://en.wikipedia.org/wiki/James_Stockdale" ;
schema:dateModified "2025-08-10"^^schema:Date ;
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schema:description "A Vietnam POW’s survival strategy reveals why $100B in AGI investments could crash. The Stockdale Paradox that could save AI from Silicon Valley hype." ;
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schema:abstract "Principal Financial Group expands roster of C-level executives to include a chief data scientist, and appointed Joseph Byrum to the critical new role." ;
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schema:citation "https://www.dig-in.com/news/how-principal-financial-is-using-analytics-to-build-value-and-competitive-edge" ;
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schema:abstract "Strategies and case studies demonstrating how organizations can use crowdsourcing to build analytics capabilities and drive digital transformation." ;
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schema:abstract "Discover how AI optimization destroyed a fintech’s $31M investment. Learn the hidden cognitive diversity crisis and how top companies avoid the trap." ;
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schema:citation "https://agfundernews.com/guest-article-how-your-ai-undermines-your-innovation-investments-in-subtle-ways",
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"https://ir.tesla.com/press-release/tesla-releases-fourth-quarter-and-full-year-2024-financial-results",
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"https://www.edge.org/conversation/stuart_a_kauffman-the-adjacent-possible",
"https://www.microsoft.com/en-us/ai/responsible-ai",
"https://www.sciencedirect.com/topics/medicine-and-dentistry/heterozygote-advantage" ;
schema:dateModified "2025-07-23"^^schema:Date ;
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schema:description "Discover how AI optimization destroyed a fintech’s $31M investment. Learn the hidden cognitive diversity crisis and how top companies avoid the trap." ;
schema:headline "How your AI undermines your innovation investments in subtle ways - Joseph Byrum" ;
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schema:abstract "Companies that have a deeply embedded ‘not invented here’ culture are less likely to be successful at innovation." ;
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schema:citation "https://www.ideaconnection.com/interviews/00304-Syngenta-Thoughtseeders.html" ;
schema:dateModified "2011-10-27"^^schema:Date ;
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schema:abstract "The forward edge of scientific work in agriculture, whether it drives a business or marketing decision, provides an insight into a new plant trait, or leads to a breakthrough in yield, is increasingly being driven by data." ;
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schema:citation "https://sloanreview.mit.edu/article/improving-analytics-capabilities-through-crowdsourcing/",
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schema:dateModified "2016-06-01"^^schema:Date ;
schema:datePublished "2016-06-01"^^schema:Date ;
schema:description "The forward edge of scientific work in agriculture, whether it drives a business or marketing decision, provides an insight into a new plant trait, or leads to a breakthrough in yield, is increasingly being driven by data." ;
schema:headline "Idea Connection Interview with Joseph Byrum on Open Innovation Mathematical Challenge - Joseph Byrum" ;
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schema:abstract "AI stock prediction breakthrough: Research teams achieve statistically significant return predictions. Deep learning vs traditional ML methods compared." ;
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