How Artificial Intelligence Will Guide the Future of Agriculture – Growing Produce
New automated harvesters like the Harvest CROO Robotics strawberry robot utilizes AI to capture images of ripe berries ready to pick.Photo by Frank Giles
Artificial intelligence, or AI as it is more commonly called, has become more prominent in conversations about technology these days. But what does it mean? And how might it shape the future of agriculture?
In many ways, AI is already at work in agricultural research and in-field applications, but there is much more to come. Researchers in the field are excited about its potential power to process massive amounts of data and learn from it at a pace that far outstretches the capability of the human mind.
The newly installed University of Florida Vice President of Agriculture and Natural Resources, Scott Angle, sees AI as a unifying element of technology as it advances.
Robotics, visioning, automation, and genetic breakthroughs will need advanced AI to benefit growers, he says. Fortunately, UF recognized this early on and is developing a program to significantly ramp up AI research at the university.
Jim Carroll is a global futurist who specializes in technology and explaining it in a way that non-computer scientists can understand. He says first and foremost, AI is not some out-of-control robot that will terrorize and destroy our way of life like it is often portrayed in the media and popular culture.
This isnt new, Carroll says. I actually found articles in Popular Mechanics magazine in the 1930s that spoke of Giant Robot Brains that would steal all our jobs.
What is AI, really? The best way to think about it is that its an algorithm at heart its a computer that is really good at processing data, whether that be pure data, images, or other information. It has been trained and learns how to recognize patterns, trends, and insights in that information. The more it does it and gets the right scores, the better it gets. Its not really that scary.
John McCarthy is considered one of the founding fathers of AI and is credited with coining the term in 1955. He was joined by Alan Turing, Marvin Minsky, Allen Newell, and Herbert Simon in the early development of the technology.
Back in 1955, AI entered the academic world as a new discipline, and in subsequent years has experienced momentum in fits and starts. The technology went through a phase of frozen funding some called the AI winter. Some of this was because AI research was divided into subfields that didnt communicate with each other. Robotics went down one path while machine learning went down another. How and where would artificial neural networks be applied to practical effect?
But, as computing power has in-creased exponentially over time, AI, as Angle notes, is becoming a unifying technology that can tie all the subfields together. What once could only be imagined is becoming reality.
Dr. Yiannis Ampatzidis, an Assistant Professor who teaches precision agriculture and machine learning at UF/IFAS, says applications are already at work in agriculture including imaging, robotics, and big data analysis.
In precision agriculture, AI is used for detecting plant diseases and pests, plant stress, poor plant nutrition, and poor water management, Ampatzidis says. These detection technologies could be aerial [using drones] or ground based.
The imaging technology used to detect plant stress also could be deployed for precision spraying applications. Currently, John Deere is working to commercialize a weed sprayer from Blue River Technology that detects weeds and applies herbicides only to the weed.
Ampatzidis notes AI is utilized in robotics as well. The technology is used in the blossoming sector of robot harvesters where it is utilized to detect ripe fruit for picking. Floridas Harvest CROO Robotics is one example. Its robot strawberry harvester was used in commercial harvest during the 2019-2020 strawberry season in Florida.
Ampatzidis says AI holds great potential in the analytics of big data. In many ways, it is the key to unlocking the power of the massive amounts of data being generated on farms and in ag research. He and his team at UF/IFAS have developed the AgroView cloud-based technology that uses AI algorithms to process, analyze, and visualize data being collected from aerial- and ground-based platforms.
The amount of these data is huge, and its very difficult for a human brain to process and analyze them, he says. AI algorithms can detect patterns in these data that can help growers make smart decisions. For example, Agroview can detect and count citrus trees, estimate tree height and canopy size, and measure plant nutrient levels.
Carroll adds there is so much data in imagery being collected today.
An AI system can often do a better analysis at a lower cost, he says. Its similar to what we are talking about in the medical field. An AI system can read the information from X-rays and be far more accurate in a diagnosis.
So, are robots and AI coming to steal all our jobs? Thats a complicated question yet to be fully played out as the technology advances. Ampatzidis believes the technology will replace repetitive jobs and ones that agriculture is already struggling to fill with human labor.
It will replace jobs in factories, in agriculture [hand harvesters and some packinghouse jobs], vehicle drivers, bookkeepers, etc., Ampatzidis says. It also will replace many white-collar jobs in the fields of law, healthcare, accounting, hospitality, etc.
Of course, AI also could develop new jobs in the area of computer science, automation, robotics, data analytics, and computer gaming.
Carroll adds people should not fear the potential creative destruction brought on by the technologies enabled by AI. I always tell my audiences, Dont fear the future, he says. I then observe that some people see the future and see a threat. Innovators see the same future and see an opportunity.
Yiannis Ampatzidis, an Assistant Professor who teaches precision agriculture and machine learning at UF/IFAS, says AI applications are already at work in agriculture.Photo by Frank Giles
In July, the University of Florida announced a $70 million public-private partnership with NVIDIA, a multinational technology company, to build the worlds fastest AI supercomputer in academia. The system will be operating in early 2021. UF faculty and staff will have the tools to apply AI in multiple fields, such as dealing with major challenges like rising sea levels, population aging, data security, personalized medicine, urban transportation, and food insecurity. UF expects to educate 30,000 AI-supporting graduates by 2030.
AlphaGo, a 2017 documentary film, probably does about as good a job as any in illustrating the potential power of AI. The film documents a team of scientists who built a supercomputer to master the board game Go that originated in Asia more than 3,000 years ago. It also is considered one of the most complex games known to man. The conventional wisdom was that no computer would be capable of learning the vast number of solutions in the game and the reasoning required to win.
The computer, AlphGo, not only mastered the game in short order it took down human masters and champions of the game.
To learn more about the film, visit AlphaGoMovie.com.
Giles is editor of Florida Grower, a Meister Media Worldwide publication. See all author stories here.
Read the rest here:
How Artificial Intelligence Will Guide the Future of Agriculture - Growing Produce
- Move 37 Is the Moment AI Changes Everything. Its Suddenly Happening Everywhere. - wsj.com - August 11th, 2026 [August 11th, 2026]
- AlphaGo - The Movie | Full Award-winning Documentary Luciano Darderi (oeRVP3bo2D) - mshale.com - August 11th, 2026 [August 11th, 2026]
- Lee Sedol, 10 Years After AlphaGo: "The AI Debate Will Be Over in 3 Years... Ultimately, It's a Battle of Conviction and Philosophy" -... - July 18th, 2026 [July 18th, 2026]
- How Do You Beat The AlphaGo AI? Make A Smarter Version - PCMag - July 6th, 2026 [July 6th, 2026]
- Valuation Soared From 500 Million to 25 Billion in One Year: Why Are Nvidia and SpaceX Jointly Betting on Reflection AI, Founded by AlphaGos Core... - July 6th, 2026 [July 6th, 2026]
- Lee Sedol Questions Fear of AI Replacement Through Assigned Tasks - - July 6th, 2026 [July 6th, 2026]
- In March 2016, Lee competed against AlphaGo five times. The global community was surprised by AlphaG.. - - July 1st, 2026 [July 1st, 2026]
- Google cofounder Sergey Brin says he uses the game of Go to explain the future of work - Business Insider - June 10th, 2026 [June 10th, 2026]
- NVIDIA invests in new company led by AlphaGo's R&D director, exploring the future frontier of large-scale model industry. - - May 17th, 2026 [May 17th, 2026]
- The Creator of AlphaGo Just Raised $1.1 Billion on One Radical Thesis And It Could Redefine the Entire Future of AI - quasa.io - May 7th, 2026 [May 7th, 2026]
- The Man Behind AlphaGo Thinks AI Is Taking the Wrong Path - WIRED - April 29th, 2026 [April 29th, 2026]
- AlphaGo's Father with 300,000 Citations Raises Nearly 10 Billion Yuan in Four Months of Business, Firmly Believes RL Can Achieve ASI - eu.36kr.com - April 29th, 2026 [April 29th, 2026]
- Google's AlphaGo Software Beats Human Champion of 'Go' in First Round - ABC News - Breaking News, Latest News and Videos - April 29th, 2026 [April 29th, 2026]
- Lee Sedol and Demis Hassabis Reunite 10 Years After the "AlphaGo Shock"... "Paving the Way for the AGI Era" - - April 29th, 2026 [April 29th, 2026]
- The stone Lee Sedol cast 10 years ago became a stepping stone for the AI era - - April 29th, 2026 [April 29th, 2026]
- 10 Years Since AlphaGo Google Presents Blueprint for Next-Generation AI Stage: 'AGI and Scientific Innovation' in Korea - - April 29th, 2026 [April 29th, 2026]
- Korea Forges AI Alliance with Google DeepMind on AlphaGo's 10th Anniversary - Seoul Economic Daily - April 29th, 2026 [April 29th, 2026]
- The two figures who helped usher in the age of artificial intelligence and shook the world have met - - April 29th, 2026 [April 29th, 2026]
- Broadcast of Lee Sedol's win over AlphaGo reaches 14.3% peak viewership - - April 29th, 2026 [April 29th, 2026]
- 'AlphaGo' CEO Hassabis Holds Consecutive Meetings with Heads of Korea's Four Major Conglomerates (Comprehensive) - - April 29th, 2026 [April 29th, 2026]
- The 'AlphaGo' of table tennis has arrived? Sony AI robot defeats professional players, featured in Nature journal - - April 29th, 2026 [April 29th, 2026]
- DeepMinds David Silver Raises $1.1 Billion to Build AI That Learns Without Human Data - CXO Digitalpulse - April 29th, 2026 [April 29th, 2026]
- 'AlphaGo Father' Hassabis Returns to Korea After 10 Years to Discuss AI's Next Move - Seoul Economic Daily - April 29th, 2026 [April 29th, 2026]
- 10th Anniversary of AlphaGo's Match vs Lee Sedol: In - depth Revelation of the Five - day Event in Seoul - eu.36kr.com - April 17th, 2026 [April 17th, 2026]
- DeepMind CEO Discusses Two Paths for AI: Becoming a Scientific Tool or Joining the AGI Race - eu.36kr.com - April 17th, 2026 [April 17th, 2026]
- Beyond AlphaGo, Can AI Earn Trust Even in Human Context? - Yahoo Finance - April 12th, 2026 [April 12th, 2026]
- Lee Sedol Reveals Trick Move That Confused AlphaGo in Historic Match - - April 8th, 2026 [April 8th, 2026]
- Lee Se-dol, who changed the world's Go history with the "confrontation of the century" with artifici.. - - March 9th, 2026 [March 9th, 2026]
- A Decade After AlphaGo, Artificial Intelligence Has Transformed the Game of Go - Koreabizwire - March 9th, 2026 [March 9th, 2026]
- How an intern helped build the AI that shook the world - New Scientist - March 9th, 2026 [March 9th, 2026]
- The moment that kicked off the AI revolution - New Scientist - March 7th, 2026 [March 7th, 2026]
- Is the AlphaGo AI the best in the world? We're about to find out. - Mashable - March 7th, 2026 [March 7th, 2026]
- The future of Go: Lee Se-dol is back, and this time it's personal - Korea JoongAng Daily - March 4th, 2026 [March 4th, 2026]
- AI is rewiring how the worlds best Go players think - MIT Technology Review - March 4th, 2026 [March 4th, 2026]
- Agentic artificial intelligence (AI) startup Inns announced on the 3rd that it will hold a global AI.. - - March 4th, 2026 [March 4th, 2026]
- Lee Se-dol 9 dan will play against artificial intelligence (AI) again in 10 years at the match again.. - - March 4th, 2026 [March 4th, 2026]
- Exclusive: Longtime Google DeepMind researcher David Silver leaves to found his own AI startup - Fortune - February 1st, 2026 [February 1st, 2026]
- 10 Years Since AlphaGo, Code Name: BlueSpot Disclosed Ahead of Handicap-Match Events - PR Newswire - January 16th, 2026 [January 16th, 2026]
- AlphaGo - The Movie | Full Award-winning Documentary Click Through The Next Website Page (KLlvj2Y96q) - Leaders.com.tn - January 14th, 2026 [January 14th, 2026]
- The last market maker? Why AGI may be the end of trading as we know it - felixonline.co.uk - January 9th, 2026 [January 9th, 2026]
- 200 Million People Watched Globally: Why Did He Win the Nobel Prize? All Revealed in 1.5 Hours - 36Kr - December 31st, 2025 [December 31st, 2025]
- The Thinking Game - How DeepMind Transformed Artificial Intelligence - Chess News | ChessBase - December 2nd, 2025 [December 2nd, 2025]
- Musk Challenges LoL Champion Team with AI - | DBR - December 2nd, 2025 [December 2nd, 2025]
- "The Man Who Beat AlphaGo" Lee Se-dol picked "Marriage" as one of the best things in his life.Recent.. - - November 7th, 2025 [November 7th, 2025]
- Schwarzenegger urges Californians to oppose Democratic redistricting ballot measure, as GOP presses on in other states - CNN - October 26th, 2025 [October 26th, 2025]
- Trump says hes targeting Democrats programs, but the suffering is bipartisan - The Hill - October 26th, 2025 [October 26th, 2025]
- Analysis | After Trump gains, New Jersey governors race offers a test for Democrats - The Washington Post - October 26th, 2025 [October 26th, 2025]
- Trump looms over 2025 races in Virginia, New Jersey, NYC and California - USA Today - October 26th, 2025 [October 26th, 2025]
- Opinion | How Democrats Became the Party of the Well-to-Do - The New York Times - October 26th, 2025 [October 26th, 2025]
- Transcript: House Minority Leader Hakeem Jeffries on "Face the Nation with Margaret Brennan," Oct. 26, 2025 - CBS News - October 26th, 2025 [October 26th, 2025]
- 'King-like powers': Chris Murphy says Trump prefers the government to remain closed - Politico - October 26th, 2025 [October 26th, 2025]
- On GPS: Is the future of the Democratic Party on the left? - CNN - October 26th, 2025 [October 26th, 2025]
- Elect the Jersey guy: How Jack Ciattarelli is trying to erase Democrats advantage in a crucial governors race - CNN - October 26th, 2025 [October 26th, 2025]
- Can Democrats harness the energy of the No Kings protests to fight Trump? - The Guardian - October 26th, 2025 [October 26th, 2025]
- Democrats face identity crisis after years of losing touch with voters - Deseret News - October 26th, 2025 [October 26th, 2025]
- Meet the candidates in the special election for Texas Senate District 9 - CBS News - October 26th, 2025 [October 26th, 2025]
- New Georgia Democratic Party leader, government shutdown, NBA gambling | On The Record with ANF - Atlanta News First - October 26th, 2025 [October 26th, 2025]
- Expert warns Democrats risk backlash over failure to condemn violent rhetoric in their ranks - Fox News - October 26th, 2025 [October 26th, 2025]
- I hate to be the one to tell you, but Democrats are starting to like Trump | Opinion - USA Today - October 26th, 2025 [October 26th, 2025]
- Why has the US government shut down and what does it mean? - BBC - October 26th, 2025 [October 26th, 2025]
- Article | Virginia Democrats are the next surprising entrant into the redistricting battle - POLITICO Pro - October 26th, 2025 [October 26th, 2025]
- Could she be Democrats' greatest Hope? Meet Tim Walz's TikTok famous daughter. - USA Today - October 26th, 2025 [October 26th, 2025]
- Democrats Join With Trump in the Death of Democracy - GV Wire - October 26th, 2025 [October 26th, 2025]
- Opinion | The exploding cigar of mid-decade gerrymandering - The Washington Post - October 26th, 2025 [October 26th, 2025]
- Minnesota Democrats hold the first of a series of town halls on gun violence - MPR News - October 26th, 2025 [October 26th, 2025]
- South Korean Go champion defeats AlphaGo for the first time in a comeback victory - Mashdigi - September 25th, 2025 [September 25th, 2025]
- Why AlphaGo, not ChatGPT, will shape the future of wealth management - Professional Wealth Management - September 17th, 2025 [September 17th, 2025]
- The world shuddered when Lee Se-dol made a "God's move" against AlphaGo in 2016. The final result wa.. - - August 26th, 2025 [August 26th, 2025]
- The Go Summit concluded with AlphaGo 2.0 defeating the human brain in three matches. - Mashdigi - August 22nd, 2025 [August 22nd, 2025]
- Lee Sedol showcases board game success and family life on 'Radio Star' - CHOSUNBIZ - Chosun Biz - August 20th, 2025 [August 20th, 2025]
- AlphaGo evolved again and in just three days learned the human Go strategy that took thousands of years to develop. - Mashdigi - August 18th, 2025 [August 18th, 2025]
- In the third round of the Man vs. Machine game, a five-player team still lost to AlphaGo 5. - Mashdigi - August 18th, 2025 [August 18th, 2025]
- AlphaGo defeated Lee Sedol 4:1 to end the century showdown - Mashdigi - August 18th, 2025 [August 18th, 2025]
- Google: The key to AlphaGo 2.0's fast thinking lies in the TensorFlow learning framework - Mashdigi - August 18th, 2025 [August 18th, 2025]
- World Go champion Ke Jie faces AlphaGo 2.0 in the showdown of the century tomorrow. - Mashdigi - August 18th, 2025 [August 18th, 2025]
- Lee Se-dol, a Go engineer who played a great match with "AlphaGo" with Lee Kuk-jong, the head of the.. - - August 14th, 2025 [August 14th, 2025]
- The Rise of Self-Improving AI : How Machines Are Redefining Innovation - Geeky Gadgets - August 6th, 2025 [August 6th, 2025]
- AI Wins Gold Medal at International Mathematical Olympiad (IMO), but "AlphaGo Moment" in Math Community Yet to Arrive - 36Kr - August 1st, 2025 [August 1st, 2025]
- It's exciting, but you can't just read it comfortably. This is the story of Jang Kang-myung's latest.. - - July 20th, 2025 [July 20th, 2025]
- Google's AlphaGo retires from competition after beating world number one 3 - 0 - HardwareZone Singapore - June 29th, 2025 [June 29th, 2025]