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    <title>Artificial Intelligence</title>
    <link>https://www.agweb.com/topics/artificial-intelligence</link>
    <description>Artificial Intelligence</description>
    <language>en-US</language>
    <lastBuildDate>Fri, 08 May 2026 20:19:18 GMT</lastBuildDate>
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      <title>Turn Daily Farm Work and Data Into a Custom Podcast With Help from AI</title>
      <link>https://www.agweb.com/news/machinery/turn-daily-farm-work-and-data-custom-podcast-help-ai</link>
      <description>&lt;div class="RichTextArticleBody RichTextBody"&gt;
    
        Instead of listening to music or making calls on his way to work, Mitchell Karstetter tunes into his favorite podcast. It’s not a celebrity or news pundit; it’s two digital hosts, powered by artificial intelligence, talking about data from his farm during harvest season.&lt;br&gt;&lt;br&gt;“I like that it’s breaking down everything that we’re doing,” says Karstetter, the owner of RJK Farms. “It’s giving me real-time data that I can use to make decisions faster.”&lt;br&gt;&lt;br&gt;&lt;br&gt;
    
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        &lt;div class="Figure-content"&gt;&lt;figcaption class="Figure-caption"&gt;A grower pulls up his HarvestReplay dashboard. HarvestReplay provides operational insights in the form of daily, updated intelligence briefing to inform real-time decision making, like where to shift a harvest crew or when to start them, based on a grower’s own data such as daily harvest labor and on-farm weather sensors.&lt;/figcaption&gt;&lt;div class="Figure-credit"&gt;(Innov8.ag)&lt;/div&gt;&lt;/div&gt;
    
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        &lt;br&gt;Karstetter is using 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="http://innov8.ag" target="_blank" rel="noopener"&gt;&lt;u&gt;Innov8.ag’s&lt;/u&gt;&lt;/a&gt;&lt;/span&gt;
    
         
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.innov8.ag/products/harvestreplay" target="_blank" rel="noopener"&gt;&lt;u&gt;HarvestReplay&lt;/u&gt;&lt;/a&gt;&lt;/span&gt;
    
         system to collect data and make decisions based on their workforce. Each day, it gathers data from the farm and then synthesizes and relays it to growers in the form of an audio podcast.&lt;br&gt;&lt;br&gt;“
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.thepacker.com/news/packer-tech/innov8-ag-turns-harvest-data-morning-playbook" target="_blank" rel="noopener"&gt;&lt;u&gt;With HarvestReplay, they now have access&lt;/u&gt;&lt;/a&gt;&lt;/span&gt;
    
         to the kind of operational insight they have gotten used to having on the row crop side of their business,” says Steve Mantle, CEO and founder of 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="http://innov8.ag" target="_blank" rel="noopener"&gt;&lt;u&gt;Innov8.ag&lt;/u&gt;&lt;/a&gt;&lt;/span&gt;
    
        .&lt;br&gt;&lt;br&gt;He says right now, this new technology is helping specialty crop growers due to the labor-centric nature of the business, but there are plans for growth into other areas of farming.&lt;br&gt;
    
        &lt;h2&gt;&lt;b&gt;How HarvestReplay Scanners Provide Real-Time Insights&lt;/b&gt;&lt;/h2&gt;
    
        For the HarvestReplay to work, they need an automated labor and tracking system. 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.innov8.ag/products/fairpick/" target="_blank" rel="noopener"&gt;&lt;u&gt;FairPick&lt;/u&gt;&lt;/a&gt;&lt;/span&gt;
    
         and 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.innov8.ag/products/fairtrak/" target="_blank" rel="noopener"&gt;&lt;u&gt;FairTrak&lt;/u&gt;&lt;/a&gt;&lt;/span&gt;
    
        , which have two ways to track how much a single employee has harvested throughout the day, are examples of these systems.. The first option is for employees to put their harvested product on a scale-like scanner, where it tracks work output, such as pounds per hour picked. The second option is to have their badge scanned by a phone-like handheld scanner to report their statistics. At RJK, they are currently using it on around 600 acres of apple and cherry trees. This allows farmers to track and follow worker’s efficiency and ultimately their productivity.&lt;br&gt;&lt;br&gt;“It gives you something where you can go, ‘Why is this guy, who’s normally my best guy, not performing as well,’” Karstetter explains. “It helps you identify problems faster.”&lt;br&gt;&lt;br&gt;
    
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    &lt;img class="Image" alt="Innov8.ag FairPick Scale and Workers - Cherries Image 1.jpeg" srcset="https://assets.farmjournal.com/dims4/default/44d1359/2147483647/strip/true/crop/924x850+0+0/resize/568x523!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F3f%2F25%2F81200efb43f4903d0191be72a691%2Finnov8-ag-fairpick-scale-and-workers-cherries-image-1.jpeg 568w,https://assets.farmjournal.com/dims4/default/00dc168/2147483647/strip/true/crop/924x850+0+0/resize/768x707!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F3f%2F25%2F81200efb43f4903d0191be72a691%2Finnov8-ag-fairpick-scale-and-workers-cherries-image-1.jpeg 768w,https://assets.farmjournal.com/dims4/default/177a82e/2147483647/strip/true/crop/924x850+0+0/resize/1024x942!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F3f%2F25%2F81200efb43f4903d0191be72a691%2Finnov8-ag-fairpick-scale-and-workers-cherries-image-1.jpeg 1024w,https://assets.farmjournal.com/dims4/default/35d0061/2147483647/strip/true/crop/924x850+0+0/resize/1440x1325!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F3f%2F25%2F81200efb43f4903d0191be72a691%2Finnov8-ag-fairpick-scale-and-workers-cherries-image-1.jpeg 1440w" width="1440" height="1325" src="https://assets.farmjournal.com/dims4/default/35d0061/2147483647/strip/true/crop/924x850+0+0/resize/1440x1325!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F3f%2F25%2F81200efb43f4903d0191be72a691%2Finnov8-ag-fairpick-scale-and-workers-cherries-image-1.jpeg" loading="lazy"
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        &lt;div class="Figure-content"&gt;&lt;figcaption class="Figure-caption"&gt;Field laborers weigh their cherry bins using Innov8.ag’s FairPick harvest scales, ruggedized, legal-for-trade field scales that record every pick weight, time, GPS location and picker ID, creating automated, real-time harvest labor data used to inform HarvestReplay.&lt;/figcaption&gt;&lt;div class="Figure-credit"&gt;(Innov8.ag)&lt;/div&gt;&lt;/div&gt;
    
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        &lt;br&gt;The HarvestReplay also tracks future weather conditions to help make important decisions, such as when the best times are to harvest or spray. It uses on-farm or state-operated weather sensors, such as 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://weather.wsu.edu/" target="_blank" rel="noopener"&gt;&lt;u&gt;AgWeatherNet&lt;/u&gt;&lt;/a&gt;&lt;/span&gt;
    
        .&lt;br&gt;&lt;br&gt;It can also incorporate a grower’s harvest data from previous years to help provide insights into the farm’s historical trends. Adding it all together, AI hosts can then educate farmers on things like how early frost impacts crop volume and quality.&lt;br&gt;&lt;br&gt;“It’s giving me insights into fields that were not as productive as I thought they were on cost, labor or efficiency,” says Ellie Norris, owner and CEO of Oregon’s Norris Blueberry Farms.&lt;br&gt;
    
        &lt;h2&gt;&lt;b&gt;The Three-Tiered Power of HarvestReplay’s Data Ecosystem&lt;/b&gt;&lt;/h2&gt;
    
        The system produces three types of podcasts, depending on who’s listening and their role in the operation:&lt;br&gt;&lt;br&gt;&lt;ul class="rte2-style-ul" style="margin-top:0;margin-bottom:0;padding-inline-start:48px;" id="rte-1df8b467-4b19-11f1-91f0-55fe3c690277"&gt;&lt;li&gt;CFO/owner podcast focuses more on economics, such as comparing orders from different buyers.&lt;/li&gt;&lt;li&gt;The farm manager podcast can be either in English, Spanish and/or other languages. It discusses what happened on the farm and offers advice on decision-making for the upcoming day or season.&lt;/li&gt;&lt;li&gt;The crew lead’s podcast is typically in Spanish. This revolves around recommendations for improving operational efficiencies that affect the bottom-line economics of the farm.&lt;/li&gt;&lt;/ul&gt;It’s part of a bigger smart data interface. The podcast is only one-third of the HarvestReplay system:&lt;br&gt;&lt;br&gt;&lt;ul class="rte2-style-ul" style="margin-top:0;margin-bottom:0;padding-inline-start:48px;" id="rte-1df8db70-4b19-11f1-91f0-55fe3c690277"&gt;&lt;li&gt;&lt;b&gt;Replay History&lt;/b&gt; looks to turn multi-year harvest and labor records into reports and goals. This shows the past performances and economics of previous harvest decisions.&lt;/li&gt;&lt;li&gt;&lt;b&gt;Replay Live &lt;/b&gt;gives same-day feedback using GPS labor tracking. It can raise or flag issues such as congestion, slowdowns or misallocated crews so managers can adjust.&lt;/li&gt;&lt;li&gt;&lt;b&gt;Replay Podcast &lt;/b&gt;is an AI-generated audio briefing built from the grower’s own harvest data.&lt;/li&gt;&lt;/ul&gt;“Farms don’t have data analysts, IT teams or CTOs,” says Mantle. “HarvestReplay handles the heavy lift of data aggregation and integration while keeping their data private and the decision-making customized to their operations.”&lt;br&gt;
    
        &lt;h2&gt;&lt;b&gt;Leveraging Real-Time Data to Protect Farm Profitability&lt;/b&gt;&lt;/h2&gt;
    
        In 2025, there was a 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.fb.org/market-intel/farm-bankruptcies-continued-to-climb-in-2025" target="_blank" rel="noopener"&gt;&lt;u&gt;46% increase in U.S. farms declaring bankruptcy&lt;/u&gt;&lt;/a&gt;&lt;/span&gt;
    
         from the previous year. HarvestReplay’s goal is to target areas where farms lose money such as labor, crop production and decision-making.&lt;br&gt;&lt;br&gt;The system uses the data it collects to recommend changes in order to provide a path for growers to save money. Karstetter shares an example of quickly using the HarvestReplay’s information to switch things up.&lt;br&gt;&lt;br&gt;“We can go into a block and see that some cherries have been on the smaller side, so we need to prune heavier,” Karstetter explains.&lt;br&gt;&lt;br&gt;It also allows him and his managers to make decisions on the crews that are working. Karstetter says that in the latest podcast entry, it shared that one group was being more productive than the other. Now he can use this information to see what one group is doing differently and how it sets them apart.&lt;br&gt;&lt;br&gt;“It’s giving you a kind of like a real-time look at what you’re doing and where you’re at,” Karstetter says. “We really don’t have that unless you sit down and input all this stuff manually.”&lt;br&gt;
    
&lt;/div&gt;</description>
      <pubDate>Fri, 08 May 2026 20:19:18 GMT</pubDate>
      <guid>https://www.agweb.com/news/machinery/turn-daily-farm-work-and-data-custom-podcast-help-ai</guid>
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      <title>The AI Advantage: How 1 Million Enrolled Acres in 10 Days Signals a New Era for Farm Financial Management</title>
      <link>https://www.agweb.com/news/business/ai-advantage-how-1-million-enrolled-acres-10-days-signals-new-era-farm-financial-ma</link>
      <description>&lt;div class="RichTextArticleBody RichTextBody"&gt;
    
        In a landscape where margins are tight and market volatility is the norm, the “rearview mirror” approach to farm accounting is no longer enough. On a recent episode of the Top Producer Podcast, Shay Foulk of Ag View Solutions sat down with Paul Neiffer to discuss how artificial intelligence and new software integrations are fundamentally changing what it means to manage a farm business.&lt;br&gt;&lt;br&gt;The message is resonating. According to a recent announcement from the company, the newly launched Farm Profit Manager platform surpassed one million acres enrolled by producers in just 10 days—reaching 500 users across 23 states.&lt;br&gt;&lt;br&gt;This milestone highlights a major shift in the industry: a move away from manual data entry and toward real-time management powered by AI. Here is what this digital evolution means for your operation.&lt;br&gt;
    
        &lt;h3&gt;&lt;/h3&gt;
    
        &lt;h3&gt;Real-Time Decisions, Not Just Tax Records&lt;/h3&gt;
    
        &lt;h3&gt;&lt;/h3&gt;
    
        Historically, farm financial tools were often just a place to store numbers for the end of the year. Foulk argues that the next generation of software is designed to help you make decisions today, not just analyze what happened last year.&lt;br&gt;&lt;br&gt;“The tool will tell you numbers, you can get the numbers right seven ways to Sunday, but what matters is the decisions that you make out of it,” Foulk says. By moving away from rigid Excel spreadsheets to AI-driven platforms, farmers gain clear visibility into their true cost per acre and per unit.&lt;br&gt;&lt;br&gt;Featuring 20 reporting tools, Farm Profit Manager generates your farm:&lt;br&gt;&lt;ul class="rte2-style-ul" id="rte-a70e1c40-433a-11f1-b4ea-e12ea6b051e4"&gt;&lt;li&gt;cash flow&lt;/li&gt;&lt;li&gt;balance sheet&lt;/li&gt;&lt;li&gt;lender report&lt;/li&gt;&lt;li&gt;and more&lt;/li&gt;&lt;/ul&gt;“These are things that farms would spend days doing or they just wouldn’t do, frankly,” Foulk says.&lt;br&gt;
    
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        &lt;h3&gt;Breaking Down Barriers: The “No-Frills” Free Model&lt;/h3&gt;
    
        &lt;br&gt;To ensure producers can control their numbers without expensive barriers, Ag View Solutions has made the core Farm Profit Manager platform available at no cost.&lt;br&gt;&lt;br&gt;“Farmers have been asking for exactly this—a trusted, no-frills tool that doesn’t lock them into expensive subscriptions,” says Foulk. “In ten short days we have seen overwhelming confirmation that producers want control of their numbers without barriers.”&lt;br&gt;&lt;br&gt;To save time on clerical work, the software offers optional paid integrations to automate the “meat and potatoes” of data entry via:&lt;br&gt;&lt;ul class="rte2-style-ul" id="rte-a70e1c41-433a-11f1-b4ea-e12ea6b051e4"&gt;&lt;li&gt;John Deere Ops Center (Machinery and field data)&lt;/li&gt;&lt;li&gt;QuickBooks Online (Financial records)&lt;/li&gt;&lt;li&gt;Plaid (Banking and transaction data)&lt;/li&gt;&lt;/ul&gt;
    
        &lt;h3&gt;Strengthening the Advisory Team&lt;/h3&gt;
    
        &lt;br&gt;Lenders and market advisors famously dislike surprises. The ability to share specific, permitted data points instantly changes the dynamic of the advisory relationship.&lt;br&gt;&lt;br&gt;“Think of the power that that can have to improve that relationship [with lenders],” Foulk points out. The platform is designed to help farmers connect their entire advisory team—from bankers to marketing advisors—to the same real-time data, enabling better-informed decisions for the business.&lt;br&gt;&lt;br&gt;
    
        &lt;h3&gt;Building a “Virtual Board of Directors”&lt;/h3&gt;
    
        &lt;br&gt;Perhaps the most innovative application is the use of AI agents to act as a sounding board. By uploading farm data into secure models, farmers can create specialized “agents” to provide feedback on HR, marketing, or CFO-level decisions.&lt;br&gt;&lt;br&gt;“AI is kind of the next step in that progression in my opinion,” Foulk says. “It’s here. And you’re either using it or you’re not. Do you want to take your horse to school or do you want to drive an automobile? That’s where we’re at with AI.”&lt;br&gt;&lt;br&gt;
    
        &lt;h3&gt;How to Get Started with AI&lt;/h3&gt;
    
        &lt;h3&gt;&lt;/h3&gt;
    
        You don’t need a degree in computer science to begin using these tools. According to Foulk, the best way to stay competitive is simply to start experimenting.&lt;br&gt;&lt;br&gt;“Stop Googling things is my recommendation,” Foulk advises. “Get into one of the tools—free version, 20 bucks a month, 100 bucks a month, I mean, whatever it is. Learn how they operate, learn how they can benefit your business.”&lt;br&gt;&lt;br&gt;
    
        &lt;h3&gt;What’s on the Horizon?&lt;/h3&gt;
    
        &lt;br&gt;The rapid adoption of Farm Profit Manager is just the start. The platform plans to expand internationally into Europe, Australia, and South America, with a livestock-focused version slated for release by 2027. An Enterprise version for agribusinesses is also in development to help firms support their producer clients directly.&lt;br&gt;
    
&lt;/div&gt;</description>
      <pubDate>Tue, 28 Apr 2026 19:47:08 GMT</pubDate>
      <guid>https://www.agweb.com/news/business/ai-advantage-how-1-million-enrolled-acres-10-days-signals-new-era-farm-financial-ma</guid>
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      <title>Farm Business In 2026: Relationship First, Digital Convenience Second</title>
      <link>https://www.agweb.com/news/business/farm-business-2026-relationship-first-digital-convenience-second</link>
      <description>&lt;div class="RichTextArticleBody RichTextBody"&gt;
    
        Based on the 2026 State of the Farm data, farmers aren’t looking to replace their advisers with algorithms; instead, they want digital tools that remove the friction from the business side of their operation. The State of the Farm Report is prepared by Bushel with the goal of illuminating trends in three things:&lt;br&gt;&lt;ul class="rte2-style-ul" id="rte-77553390-4316-11f1-9df0-312d78ee51b0"&gt;&lt;li&gt;Farmer tech use&lt;/li&gt;&lt;li&gt;Payment trends&lt;/li&gt;&lt;li&gt;Supply chain&lt;/li&gt;&lt;/ul&gt;The most recent survey had 1358 respondents, and here are some of the key takeaways for farmers and agribusiness.&lt;br&gt;&lt;br&gt;
    
        &lt;h3&gt;Killing The Trope of The Technology Adverse Farmer&lt;/h3&gt;
    
        &lt;br&gt;The survey has been conducted since 2018, first by FarmLogs, which was acquired by Bushel. As Julia Eberhart explains, the overall takeaway of the survey from every year has been farmers are not resistant to technology adoption.&lt;br&gt;&lt;br&gt;“Year after year, we’ve tracked the same data point—farmers’ willingness to adopt tech. And overwhelmingly the data shows farmers are willing to adopt. But we still have this stereotype that agribusiness says farmers won’t use it. And we see across all age groups, we see a willingness to try new technologies,” she says.&lt;br&gt;&lt;br&gt;Eberhart points to key tenets to pull out from the results in how farmers prefer to do business.&lt;br&gt;&lt;br&gt;“It’s valuable to both agribusiness and farmers,” she says.&lt;br&gt;
    
        &lt;h3&gt;&lt;/h3&gt;
    
        &lt;h3&gt;Artificial Intelligence Has Arrived&lt;/h3&gt;
    
        &lt;h3&gt;&lt;/h3&gt;
    
        While in early days of adoption, the survey proves farmer use of AI has broken through with 14% of respondents say they use AI tools on the farm today.&lt;br&gt;&lt;br&gt;“20% of who said yes, had more than 5,000 acres,” Eberhart says explaining that perhaps larger scale operations are adopting the technology at an earlier pace. Adoption of AI is highest for respondents under 60 years old.&lt;br&gt;&lt;br&gt;Using AI is an indicator for tech-savvy farmers as 70% of AI users from the study are also “willing to experiment with new technologies,” compared to 42% of the other respondents.&lt;br&gt;&lt;br&gt;And 11% of respondents say they are unsure, which Eberhart could be a reflection of farmers acknowledging how AI is embedded in much of the software they use but they don’t directly engage with the AI.&lt;br&gt;&lt;br&gt;
    
        &lt;h3&gt;What Does This Mean for Ag Service Providers?&lt;/h3&gt;
    
        &lt;br&gt;Per the State of the Farm, technology enhances but does not replace relationships, interactions, and payments/transactions.&lt;br&gt;&lt;br&gt;“It’s about how to make doing business easy,” Eberhart says.&lt;br&gt;&lt;br&gt;She says to win the farmer’s business in 2026, ag retailers must empower their agronomists with tools to build loyalty, offer a mobile or web platform so farmers can easily review prices and quotes on their own time, and provide flexible, integrated financing options alongside traditional check payments.&lt;br&gt;&lt;br&gt;
    
        &lt;h3&gt;The Differentiator Lies in the Relationship&lt;/h3&gt;
    
        &lt;br&gt;In 2025, when Bushel asked “If the price is equal, what is the primary reason you purchase inputs from one retailer over another?”, 52.3% pointed to the “Relationship with staff &amp;amp; overall customer service.” In 2026, that number jumped up 8% to nearly 60%.&lt;br&gt;&lt;br&gt;If you’re assuming younger farmers only want to interact through screens, the data shows the opposite–85% of farmers under 40 cite the relationship with the staff and overall customer service as their primary reason for choosing a retailer—the highest of any demographic.&lt;br&gt;&lt;br&gt;Another demographic-driven trend is farms over 2,000 acres show a higher preference for text messaging and digital business. However, farms less than 500 acres show a preference to handle business in person.&lt;br&gt;&lt;br&gt;
    
        &lt;h3&gt;In-Person Trust Bridged with Digital Convenience&lt;/h3&gt;
    
        &lt;h3&gt;&lt;/h3&gt;
    
        “Farmers are more willing to share data than they themselves recognize,” Eberhart says. “Year after year, data sharing is rooted in who provides value, what relationship they are having, and who is providing easier ways to be sharing it.”&lt;br&gt;&lt;br&gt;Farmers are most likely to share data when applying for a loan, with their bankers and accountants, as well as crop insurance providers.&lt;br&gt;&lt;br&gt;“Those three are by far they are getting the most data sharing for good reason,” Eberhart says.&lt;br&gt;&lt;br&gt;When it comes to input purchasing and service orders with ag retail, there is a nuanced shift. Farmers still highly value talking to their agronomist, but they want the actual transaction process to be much easier.&lt;br&gt;&lt;br&gt;
    
        &lt;h3&gt;Digital Quoting&lt;/h3&gt;
    
        &lt;br&gt;The end goal of “frictionless business” includes the final checkout. The Bushel research points out while the preference for how a farmer submits their order has remained relatively stable year-over-year, their expectations for what happens before the order has changed.&lt;br&gt;&lt;br&gt;“Farmers are increasingly adopting digital tools to manage their broader operation, and they are bringing those consumer-level expectations to their retailer,” Eberhart says.&lt;br&gt;&lt;br&gt;As such, farmers are seeking:&lt;br&gt;&lt;ul class="rte2-style-ul" id="rte-77555aa0-4316-11f1-9df0-312d78ee51b0"&gt;&lt;li&gt;Customized quotes&lt;/li&gt;&lt;li&gt;Product availability transparency&lt;/li&gt;&lt;li&gt;Price comparison tools&lt;/li&gt;&lt;/ul&gt;And much of that product information available when convenient to them on a portal or a digital storefront.&lt;br&gt;
    
        &lt;h3&gt;&lt;/h3&gt;
    
        &lt;h3&gt;Support Traditional Payments While Expanding Financing&lt;/h3&gt;
    
        &lt;h3&gt;&lt;/h3&gt;
    
        Eberhart says the State of the Farm has shown how 80% of agribusiness and farmer transaction is done by paper check.&lt;br&gt;&lt;br&gt;“Over the years, we’ve seen steady growth of digital tools, and reliance on checks being reduced by 1% to 2% every year,” she says.&lt;br&gt;&lt;br&gt;She says this emphasizes to meet farmers where they are at while simultaneously making it easier for staff to have simplified processes.&lt;br&gt;&lt;br&gt;Two other financial trends have been in retail supplied financing and farmer credit card use—illustrating how farmers are seeking flexible payment options and new financing or credit programs.&lt;br&gt;&lt;br&gt;In 2022, over 20% of farmers said they used a credit card to pay for their crop inputs, which fell to 8% in 2024, and then most recently in 2026 2.6% of farmers said they used credit cards.&lt;br&gt;&lt;br&gt;At the same time, ag retailer financing products have doubled their use since 2022—going from 4.5% to 9%. And 17.3% of farmers said in 2026 they were using operating lines of credits for input purchases.&lt;br&gt;&lt;br&gt;
    
        &lt;h3&gt;Key to Business in 2026&lt;/h3&gt;
    
        &lt;br&gt;Per the Bushel report, the winning formula for ag service providers in 2026 and beyond is clear: Use digital tools to handle the paperwork so your team has more time to handle the handshake.&lt;br&gt;
    
&lt;/div&gt;</description>
      <pubDate>Tue, 28 Apr 2026 17:48:23 GMT</pubDate>
      <guid>https://www.agweb.com/news/business/farm-business-2026-relationship-first-digital-convenience-second</guid>
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      <title>Farmers Don’t Use AI for Answers — They Use It to Think Better</title>
      <link>https://www.agweb.com/news/business/farmers-dont-use-ai-answers-they-use-it-think-better</link>
      <description>&lt;div class="RichTextArticleBody RichTextBody"&gt;
    
        &lt;h3&gt;What you should know:&lt;/h3&gt;
    
        To use artificial intelligence in your business for a competitive advantage — not just a gimmick:&lt;br&gt;&lt;ul class="rte2-style-ul" id="rte-3ba0ae12-3a65-11f1-a769-c3c8d1b845c2"&gt;&lt;li&gt;Ask better questions than most people&lt;/li&gt;&lt;li&gt;Combine AI with real-world experience&lt;/li&gt;&lt;li&gt;Execute on the answers&lt;/li&gt;&lt;/ul&gt;For Rachael Sharp, dry weather hasn’t made planting go any easier in the Lowcountry of South Carolina. And when a planter went down, the first thing she did was pull up Chat GPT.&lt;br&gt;&lt;br&gt;“I pulled up the part number, and I saw that I’d actually entered in there last year. So it told me the date I changed it, and that was helpful, because I was trying to figure out why is this wearing out so quickly?” she says. “We’re in desperate need of rain, and we’re pulling in some pretty hard non-irrigated land right now. I logged that we changed the bearing again, and so next time, knock on wood, it hopefully doesn’t go out again, but if it does I can look and see I changed it twice in the last year.”&lt;br&gt;&lt;br&gt;That’s just one of many examples of how Sharp is using ChatGPT to manage equipment, her time, and the farm business. She and her father, Don, are featured in an OpenAI commercial, which premiered during the Super Bowl.&lt;br&gt;
    
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        And she’s in good company with other farmers in how to use the artificial intelligence platforms.&lt;br&gt;&lt;br&gt;Marc Arnusch, the 2025 Top Producer of the Year, says ChatGPT is the most used app on his phone.&lt;br&gt;&lt;br&gt;Jeremy Jack, leader of Silent Shade Planting Company the 2023 Top Producer of the Year, uses AI as his daily management teammate from agronomy and business decisions. &lt;br&gt;&lt;br&gt;Here are the four ways these farmers use AI every day on the farm.&lt;br&gt;
    
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        &lt;br&gt;
    
        &lt;h3&gt;1. Make better decisions faster&lt;/h3&gt;
    
        &lt;br&gt;Colorado farmer Arnusch uses ChatGPT and Grok to narrow down his consideration set when making decisions.&lt;br&gt;&lt;br&gt;“It helps on the strategic side of things, and when making a decision, I’ll let it give the top four or five things to choose from, which helps when there’s a million choices,” he says. “It really is like my funnel. I’ll set up my phone on my dashboard and just dictate to it. Then when I’m back at the farm office, my wife Jill is relieved because I’ve already processed out loud with the AI tool.”&lt;br&gt;&lt;br&gt;While most farms collect data, Jack uses AI to make decisions, particularly agronomic.&lt;br&gt;&lt;br&gt;“I uploaded multiple years of soil data across our farms,” he says. “And we’ve found ways to manage fertilizer better, for example with sulfur.”&lt;br&gt;&lt;br&gt;The data interpretation has shifted his thinking by connecting the yield zones with as-applied fertility and return on investment.&lt;br&gt;&lt;br&gt;Jack is also using the technology to double check every spray application — from rates, to tank mix, to nozzle selection, to pressure optimization.&lt;br&gt;&lt;br&gt;Sharp has also found AI helpful in managing chemical applications. She can remember chemical boxes marked up with her father’s calculations by hand.&lt;br&gt;&lt;br&gt;“I tell the prompt what I’m spraying, where I’m spraying, how many acres, tank size, and then I let it tell me what to order,” she says. “Over time, it’s learned which products are liquid and which are dry flowables. And it’s helped me keep track of the inventory we have so we don’t end up with pallets of odds and ends.”&lt;br&gt;
    
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    &gt;


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        &lt;div class="Figure-content"&gt;&lt;div class="Figure-credit"&gt;(Photo: OpenAI)&lt;/div&gt;&lt;/div&gt;
    
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        &lt;/div&gt;
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        &lt;h3&gt;2. Be more efficient&lt;/h3&gt;
    
        &lt;br&gt;When it comes to where to start with AI, Sharp has one piece of advice.&lt;br&gt;&lt;br&gt;“Think of the task that you don’t like to do at the end of the day. For me, I didn’t want to do paperwork at the end of the day,” she says. “So I threw it over to ChatGPT, and I said, hey, this is what I planted today, this is the date, and I left it at that. I started really, really simple.”&lt;br&gt;&lt;br&gt;Now, she’ll record things directly in the field or in the truck. She says it has helped with FSA 578 forms. And in day-to-day operations, she’s found benefits for time management and accuracy in all record keeping.&lt;br&gt;&lt;br&gt;“We have seed samples that require a handwritten seed form that I turn in along with the sample, but I spoke into my phone and said, hey, Chat GPT, I need you to log that I sent this variety, this lot number, on this date, to the lab. And so, that’s probably one of 15 entries that I’ve made over the course of a month. And at the end when we finally turn in our last sample to the lab, I’ll ask it for a spreadsheet with all that listed,” she says.&lt;br&gt;
    
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    &gt;


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        &lt;div class="Figure-content"&gt;&lt;div class="Figure-credit"&gt;(Photo: Sarah Green Photography)&lt;/div&gt;&lt;/div&gt;
    
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        &lt;h3&gt;3. Think more clearly about complex problems&lt;/h3&gt;
    
        &lt;br&gt;Jeremy Jack often asks ChatGPT “What does this mean for my farm?” with current events.&lt;br&gt;&lt;br&gt;“With the war in Iran, global fertilizer supply chain concerns, and even things like USDA reports, it’s given helpful perspective in how to think about what’s happening off the farm but impacts the farm.”&lt;br&gt;&lt;br&gt;And he’s found success in using the platform to specifically think about the business strategy for his farm with vendors, including lenders, landowners and more.&lt;br&gt;
    
        &lt;h3&gt;&lt;/h3&gt;
    
        &lt;h3&gt;4. Manage more professionally &lt;/h3&gt;
    
        &lt;br&gt;Jack has been active with an advisory board for their farm, but AI has become like a boardroom in his pocket.&lt;br&gt;&lt;br&gt;“I bounce ideas—pressure test if you will—before it costs me real money,” he says. “This includes input purchases, land agreements, and equipment purchases.”&lt;br&gt;&lt;br&gt;He’s also come to use it in his external communications about the farm including his regular social media posts on LinkedIn.&lt;br&gt;&lt;br&gt;When it comes to team management, Arnusch has input culture index results for vendors and employees, then the AI compares their individual characteristics with the job they are being asked to do.&lt;br&gt;&lt;br&gt;“This has been a breakthrough,” he says. “It’s shown me that at no fault of their own, why some people fail at what they are being asked to do. It wasn’t because they weren’t working hard or doing the job. It was stretching them beyond what they can do.”&lt;br&gt;&lt;br&gt;He gives the example of a farm foreman position on the farm, and how he used this process to match the candidate with the role.&lt;br&gt;
    
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    &gt;


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        &lt;div class="Figure-content"&gt;&lt;div class="Figure-credit"&gt;(Sarah Green Photography)&lt;/div&gt;&lt;/div&gt;
    
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&lt;/div&gt;</description>
      <pubDate>Fri, 17 Apr 2026 15:10:19 GMT</pubDate>
      <guid>https://www.agweb.com/news/business/farmers-dont-use-ai-answers-they-use-it-think-better</guid>
      <media:content medium="img" lang="en-US" url="https://assets.farmjournal.com/dims4/default/de26f52/2147483647/strip/true/crop/800x534+0+0/resize/1440x961!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F23%2Fbb%2F8be3dfaf48dda7a2100531ee56c5%2Ffarmers-dont-use-ai-for-answers-they-use-it-to-think-better.jpg" />
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    <item>
      <title>The New Ag Economy: Why This Downturn is a Structural Shift, Not Just a Cycle</title>
      <link>https://www.agweb.com/news/beyond-cycle-why-current-ag-downturn-structural-evolution</link>
      <description>&lt;div class="RichTextArticleBody RichTextBody"&gt;
    
        &lt;h3&gt;What You Need to Know:&lt;/h3&gt;
    
        &lt;ul class="rte2-style-ul" id="rte-8939d270-34e1-11f1-86ae-3d6b35b667bd"&gt;&lt;li&gt;Structural Evolution: This downturn is a permanent market shift, not just a temporary cycle.&lt;/li&gt;&lt;li&gt;Friend-Shoring: Trade is moving toward geopolitical allies to ensure supply chain resilience.&lt;/li&gt;&lt;li&gt;Aggressive Cost-Cutting: Farmers are doubling generic input use and delaying machinery purchases to protect margins.&lt;/li&gt;&lt;li&gt;Financial Resilience: Better management and working capital make today far more stable than the 1980s.&lt;/li&gt;&lt;li&gt;Premium Protein Demand: GLP-1 medications are driving consumers toward smaller, higher-quality meat portions&lt;/li&gt;&lt;/ul&gt;As the industry enters the third year of this downturn, farmers and agribusinesses are questioning if a recovery is on the two-year horizon. While cyclical behavior is normal, two economists suggest the structural evolution within crop protection, machinery, technology, livestock and other individual sectors is creating a different kind of staying power for those who survive the recovery.&lt;br&gt;&lt;br&gt;
    
        &lt;div class="HtmlModule"&gt;
    
    &lt;a class="AnchorLink" id="html-embed-module-450000" name="html-embed-module-450000"&gt;&lt;/a&gt;


    &lt;div class="responsive-container"&gt;&lt;div style="max-width:267px; width:100%; aspect-ratio:9/16; position:relative;"&gt;&lt;iframe src="https://www.facebook.com/plugins/video.php?height=476&amp;href=https%3A%2F%2Fwww.facebook.com%2Freel%2F1692038081963232%2F&amp;show_text=false&amp;width=267&amp;t=0" width="267" height="476" style="border:none;overflow:hidden" scrolling="no" frameborder="0" allowfullscreen="true" allow="autoplay; clipboard-write; encrypted-media; picture-in-picture; web-share" allowFullScreen="true"&gt;&lt;/iframe&gt;&lt;/div&gt; &lt;/div&gt;
&lt;/div&gt;


    
        &lt;h3&gt;&lt;/h3&gt;
    
        &lt;h3&gt;The Evolution of the Cycle&lt;/h3&gt;
    
        &lt;br&gt;When characterizing the current economic cycle in agriculture, historical patterns provide a necessary baseline, yet the present landscape is defined by unique pressures. Typical agricultural cycles consist of roughly six years of expansion followed by four years of decline. Currently, the market is navigating a “corrective period,” returning to long-run averages.&lt;br&gt;&lt;br&gt;The drivers of growth are typically demand shocks — export surges, fuel demand or policy shifts such as the Renewable Fuel Standard. However, Wes Davis, ag economist at Meridian Ag Advisors, notes the current environment is an intersection of traditional contraction and sector-specific evolution.&lt;br&gt;&lt;br&gt;“What I think we’re experiencing right now is that typical cycle behavior where we see growth in some business firms, and then some contraction and pullback to adjust to the cycle going back to more of the long-run average,” Davis explains. “I think we’re also seeing evolution of individual sectors within the market where there’s adjustments happening because of the industry itself.”&lt;br&gt;&lt;br&gt;In other words, this isn’t just a cycle — it’s also a structural shift.&lt;br&gt;
    
        &lt;hr/&gt;
    
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    &lt;div class="Enhancement-item"&gt;&lt;iframe title="One of These Four Triggers End Ag Cycles" aria-label="Table" id="datawrapper-chart-qiIGO" src="https://datawrapper.dwcdn.net/qiIGO/2/" scrolling="no" frameborder="0" style="width: 0; min-width: 100% !important; border: none;" height="411" data-external="1"&gt;&lt;/iframe&gt;&lt;script type="text/javascript"&gt;window.addEventListener("message",function(a){if(void 0!==a.data["datawrapper-height"]){var e=document.querySelectorAll("iframe");for(var t in a.data["datawrapper-height"])for(var r,i=0;r=e[i];i++)if(r.contentWindow===a.source){var d=a.data["datawrapper-height"][t]+"px";r.style.height=d}}});&lt;/script&gt;&lt;/div&gt;
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        &lt;hr/&gt;
    
        &lt;h3&gt;Change Fatigue and Modern Volatility&lt;/h3&gt;
    
        &lt;br&gt;Farmers aren’t strangers to volatility, but global trade disruptions, policy shifts and rising competition, especially from Brazil, are layering uncertainty onto already volatile markets.&lt;br&gt;Farmers are grappling with “change fatigue,” a byproduct of the high velocity of information and extreme price swings that dwarf the relative stability of the early 2000s.&lt;br&gt;&lt;br&gt;“When I go talk to any industry group right now, the phrase that I hear is ‘change fatigue’, and I feel that. Every couple minutes, something shifts,” says Trey Malone, Purdue University ag econ professor. “But to be clear, it’s not that the farm economy isn’t used to volatility, it’s just the uncertainty and the volatility now is, like, ‘hold my beer relative’ to the old volatility.”&lt;br&gt;&lt;br&gt;Malone attributes this to layers of uncertainty created by global trade and policy. The rise of Brazilian production, coinciding with the disruption of U.S.-China trade relations, has created a permanent state of flux. This sentiment is reflected in the Purdue Ag Economy Barometer, which shares a higher correlation with the Small Business Index (.5) than with actual commodity prices. This suggests farmers view themselves primarily as small business owners facing broad economic pressures rather than just price-takers.&lt;br&gt;&lt;br&gt;“We don’t see very strong correlations even with lagged soybean prices and corn prices,” Malone notes. “The world is more complicated than just looking at what happened in the market yesterday and gauging how farmers feel.”&lt;br&gt;&lt;br&gt;
    
        &lt;h3&gt;Global Competitiveness and the Trade Reallocation&lt;/h3&gt;
    
        &lt;br&gt;A primary concern for U.S. producers is their position as low-cost providers. While the U.S. maintains an infrastructure advantage that lowers the cost of getting products to export ports, Brazil continues to close the gap.&lt;br&gt;&lt;br&gt;“It’s a fair question farmers ask a lot: Are we actually the ones who are the low-cost producers, and do we still have a place in the global market if Brazil continues to lower the cost of production and transport their grain to export terminals?” Davis asks.&lt;br&gt;&lt;br&gt;However, Davis points out that global trade hasn’t shut off; it has reallocated. Only three global regions — North America, Latin America and parts of Southeastern Europe/Central Asia — are net exporters. The rest of the world remains net importers.&lt;br&gt;&lt;br&gt;“While our trade has kind of shifted around ... that shift has really reallocated stuff in different places. Those calories and products end up going somewhere. It’s just a question of where,” he says.&lt;br&gt;
    
        &lt;h3&gt;The Shift to “Friend-Shoring” and Resilient Supply Chains&lt;/h3&gt;
    
        The industry is moving from “just-in-time” (hyper-lean) procurement to “just-in-case” (inventory-heavy) strategies, a lesson reinforced by the pandemic. This shift is accompanied by “friend-shoring,” where the U.S. prioritizes trade with geopolitical allies.&lt;br&gt;&lt;br&gt;“We’ve gone from offshoring to onshoring to nearshoring to friendshoring,” Malone explains. “We’ve got a paper that’ll be coming out ... where we document friend-shoring in ag and food supply chains. Over the last 10 years, there’s been a shift where we mostly in the U.S. trade with other people who vote like us in the WTO. That’s kind of one way to measure friends.”&lt;br&gt;&lt;br&gt;This resilience is also visible in crop protection. In 2019, 80% of active ingredients were sourced from China. Today, that is closer to 60%, with manufacturing shifting to India and domestic sites. Davis calls these “geopolitically resilient” supply chains.&lt;br&gt;
    
        &lt;hr/&gt;
    
        &lt;div class="Enhancement" data-align-center&gt;
    &lt;div class="Enhancement-item"&gt;&lt;iframe title="Levers Farmers Can Manage Themselves" aria-label="Table" id="datawrapper-chart-AApsi" src="https://datawrapper.dwcdn.net/AApsi/1/" scrolling="no" frameborder="0" style="width: 0; min-width: 100% !important; border: none;" height="1033" data-external="1"&gt;&lt;/iframe&gt;&lt;script type="text/javascript"&gt;window.addEventListener("message",function(a){if(void 0!==a.data["datawrapper-height"]){var e=document.querySelectorAll("iframe");for(var t in a.data["datawrapper-height"])for(var r,i=0;r=e[i];i++)if(r.contentWindow===a.source){var d=a.data["datawrapper-height"][t]+"px";r.style.height=d}}});&lt;/script&gt;&lt;/div&gt;
&lt;/div&gt;
    
        &lt;hr/&gt;
    
        &lt;br&gt;
    
        &lt;h3&gt;The Rise of Generics and Decision Paralysis&lt;/h3&gt;
    
        &lt;br&gt;The economic downturn is fundamentally changing the business model for input providers. Farmers are aggressively cutting costs, leading to a massive surge in generic usage.&lt;br&gt;&lt;br&gt;“The latest survey I saw shows about 60% of farmers use generics today. That was about 30% to 40% just 5 years ago,” Davis says. This forces companies to pivot from differentiation to operational volume.&lt;br&gt;&lt;br&gt;In the machinery sector, high costs and economic uncertainty have led to “decision paralysis.” Farmers are extending the life of their equipment, treating machinery replacement as the most controllable variable in managing annual ROI. Davis notes the U.S. ag equipment cycle is currently 15 to 20 percentage points lower than typical low points, driven by this hesitation. Furthermore, there is significant skepticism toward subscription-based technology models.&lt;br&gt;&lt;br&gt;“Farmers don’t terribly love this idea, and I think the other interesting thought here is I’m not sure that retailers like selling them either,” Malone adds.&lt;br&gt;&lt;br&gt;
    
        &lt;h3&gt;AI: The “Undergraduate Intern”&lt;/h3&gt;
    
        &lt;br&gt;While artificial intelligence (AI) is a major talking point, its current role in agriculture is more supportive than transformative. Malone views AI as a “highly capable undergraduate intern” — useful for processing information but incapable of replacing the trust and risk management provided by human advisors.&lt;br&gt;&lt;br&gt;“I don’t think you need to be replacing your agronomist. I think your mediocre agronomist just got OK,” Malone says, noting while LLMs can pass CCA exams, they cannot manage the risk of a wrong decision. “The risk management value proposition of an in-person Claude, or whoever, is probably going to win out because there’s still a risk.”&lt;br&gt;&lt;br&gt;Currently, the adoption gap is wide: While 75% of agribusiness managers see potential in AI, only 4% have implemented it, 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://agribusiness.purdue.edu/2026/03/04/why-most-agribusiness-ai-strategies-never-get-past-pilots/" target="_blank" rel="noopener"&gt;according to a Purdue University survey in 2025. &lt;/a&gt;&lt;/span&gt;
    
        &lt;br&gt;&lt;br&gt;
    
        &lt;h3&gt;Livestock and the GLP-1 Impact&lt;/h3&gt;
    
        &lt;br&gt;The livestock sector is facing a unique demand shift driven by weight-loss medications (GLP-1s). 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.drovers.com/opinion/beefs-ozempic-size-challenge-are-producers-ready-take-it" target="_blank" rel="noopener"&gt;This is leading to “premiumization.”&lt;/a&gt;&lt;/span&gt;
    
         As consumers eat smaller portions, they are opting for higher-quality cuts. &lt;br&gt;&lt;br&gt;“The explosion in demand for protein is just shocking,” Malone says. “What GLP-1s do to that calorie count is they are all shifting toward premium cuts. You don’t care how much it costs because you’re only going to have seven bites of it. But you’re going to have a steak. That premiumization is going to really, really take off in the next 10 years.”&lt;br&gt;&lt;br&gt;Conversely, the hype surrounding “fake meat” has largely faded, proving to be more of an investor-led phenomenon than a market-driven one.&lt;br&gt;&lt;br&gt;
    
        &lt;h3&gt;Financial Stability: Not the 1980s&lt;/h3&gt;
    
        &lt;br&gt;Despite the downturn, the financial health of the American farmer remains more stable than during the crisis of the 1980s. Currently, 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/business/farmer-financials-yellow-light-check-engine-warning" target="_blank" rel="noopener"&gt;10% to 12% of farmers are in a “tight” financial position&lt;/a&gt;&lt;/span&gt;
    
        , compared to 20% to 30% in the 80s. &lt;br&gt;&lt;br&gt;“We do have a completely different, more professional ag workforce than we did back then,” Malone says. “The farm policy we have right now does not necessarily match what we need for the future, but all of these things make me think we’re in a much more stable position.”&lt;br&gt;&lt;br&gt;Farmers have built-in “shock absorbers,” Davis adds, including off-farm income and working capital built up during the expansion years. However, in his research Davis has seen how alternative financing is becoming a major tool for the 50% of farmers who use it — either to manage stress or, for larger operations, to leverage relationships with retailers.&lt;br&gt;&lt;br&gt;
    
        &lt;h3&gt;Strategic Reassessment: Winning at the Bottom&lt;/h3&gt;
    
        &lt;br&gt;The experts agree the “bottom of the cycle” is the time for professionalization and upskilling. Surviving — and thriving — will require sharper management. It is an opportunity to reassess farm transitions and management disciplines, such as financial management, accounting and planning, which become critical in tight margins. &lt;br&gt;&lt;br&gt;“Farmers are going to have to get smarter and get more creative with how they manage,” Malone says. “This is a good opportunity to take a step back and think about what the strategy needs to be moving forward.”&lt;br&gt;&lt;br&gt;Davis emphasizes relationships are solidified during these periods: “Farmers are going to remember the folks who were around when they were in the bottom of the cycle, and who were there to support them. The best farmers will continue to get better ... I get excited about what we can look like as we come out of this cycle.”&lt;br&gt;&lt;br&gt;
    
        &lt;h3&gt;So Is This Ag Cycle Different?&lt;/h3&gt;
    
        &lt;br&gt;These experts say yes as every cycle presents its own unique reshaping of future opportunities.&lt;br&gt;
    
        &lt;hr/&gt;
    
        &lt;br&gt;&lt;b&gt;To download the full report on why this ag cycle is different and what it means for your operation, &lt;/b&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://content.farmjournal.com/is-this-ag-cycle-different" target="_blank" rel="noopener"&gt;&lt;b&gt;click here&lt;/b&gt;&lt;/a&gt;&lt;/span&gt;
    
        &lt;b&gt;.&lt;/b&gt;
    
&lt;/div&gt;</description>
      <pubDate>Mon, 13 Apr 2026 21:22:16 GMT</pubDate>
      <guid>https://www.agweb.com/news/beyond-cycle-why-current-ag-downturn-structural-evolution</guid>
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    <item>
      <title>‘Farmville for Real:’ How Autonomous Tech is Rebranding Tractor Drivers as Digital Operators</title>
      <link>https://www.agweb.com/news/machinery/farmville-real-how-autonomous-tech-rebranding-tractor-drivers-digital-operators</link>
      <description>&lt;div class="RichTextArticleBody RichTextBody"&gt;
    
        For George Grote, a typical day doesn’t involve a steering wheel or a dusty cab; instead, it looks like he’s glued to his phone or tablet. From the climate-controlled comfort of a pickup or while strolling between the crop rows, Grote monitors a fleet of autonomous tractors as they navigate with precision. It’s a scene that 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agtonomy.com/" target="_blank" rel="noopener"&gt;&lt;u&gt;Agtonomy&lt;/u&gt;&lt;/a&gt;&lt;/span&gt;
    
         CEO 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.linkedin.com/in/timbucher" target="_blank" rel="noopener"&gt;&lt;u&gt;Tim Bucher&lt;/u&gt;&lt;/a&gt;&lt;/span&gt;
    
         calls “Farmville for real,” where gripping the steering wheel is being replaced by the quick-twitch reflexes of the gaming generation.&lt;br&gt;&lt;br&gt;As the agricultural industry grapples with a deepening labor crisis and an aging workforce, companies such as Agtonomy are betting that high-tech autonomy is the key to recruiting Gen Z. By rebranding traditional tractor driving as “digital operation,” the California-based startup is leveraging app-based interfaces to transform farming into a tech career.&lt;br&gt;&lt;br&gt;Raised on a dairy farm, 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.thepacker.com/news/packer-tech/agtonomy-ceo-saving-farms-farmageddon" target="_blank" rel="noopener"&gt;Bucher coupled his love of agriculture and machinery with a career in the tech field&lt;/a&gt;&lt;/span&gt;
    
         to create the prototype that would become the company’s first autonomous tractor. Today, as a farm owner and father of three, Bucher says it’s not likely his children will return to the farm. With this technology, he hopes to attract the next generation to his farm and the industry.&lt;br&gt;&lt;br&gt;“The younger generation doesn’t want to be in the dirt and the dust because there are other opportunities for them,” he says.&lt;br&gt;&lt;br&gt;
    
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    &gt;


&lt;/picture&gt;

    

    
        &lt;div class="Figure-content"&gt;&lt;div class="Figure-credit"&gt;(Photo provided by George Grote)&lt;/div&gt;&lt;/div&gt;
    
&lt;/figure&gt;

                        
                    
                
            
        &lt;/div&gt;
    &lt;/div&gt;
    
        &lt;br&gt;
    
        &lt;h2&gt;&lt;b&gt;The Gaming Advantage: Why “Fast Hands” Matter in the Field&lt;/b&gt;&lt;/h2&gt;
    
        Grote, a 30-year-old field engineer with Agtonomy, does not have a farming background, but he always knew he wanted to work outdoors. He graduated from California Polytechnic State University with a degree in crop and fruit science and now works alongside Agtonomy customers. He says being able to process information on a screen while being fast with his hands is something he picked up from gaming.&lt;br&gt;&lt;br&gt;“I can tell you [gaming] 100% helped me, being able to toggle between different features in the app and being quick with technology,” Grote says. “If you can play a video game, then you’re more than capable of running five, six, seven or eight tractors at once while sitting in your truck and watching them run autonomously.”&lt;br&gt;
    
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    &gt;


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        &lt;div class="Figure-content"&gt;&lt;figcaption class="Figure-caption"&gt;8.14.25_agtonomy-102&lt;/figcaption&gt;&lt;div class="Figure-credit"&gt;(Agtonomy)&lt;/div&gt;&lt;/div&gt;
    
&lt;/figure&gt;

                        
                    
                
            
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        Marc Di Pietra, regional service maintenance manager for 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.tweglobal.com/" target="_blank" rel="noopener"&gt;&lt;u&gt;Treasury Wine Estates&lt;/u&gt;&lt;/a&gt;&lt;/span&gt;
    
        , says the cutting-edge technology can help bridge the labor gap, provide upskilling opportunities and reduce physical demands.&lt;br&gt;&lt;br&gt;“New technologies are making it incredibly dynamic and attractive for younger generations,” Di Pietra says. “With a younger workforce, I expect that evolution to accelerate. There’s a natural comfort with technology, and a willingness to challenge legacy processes, which is critical.”&lt;br&gt;&lt;br&gt;Adding this technology has been game changing in the wine business, De Pietra says, and it can shape the rest of the agricultural industry as well.&lt;br&gt;&lt;br&gt;“These technologies allow us to be more precise with our farming, winemaking techniques and sustainability efforts, effectively creating safer environments for our employees, reducing our emissions and producing better quality wines,” he explains.&lt;br&gt;
    
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        &lt;source width="1440" height="961" srcset="https://assets.farmjournal.com/dims4/default/458d7d6/2147483647/strip/true/crop/7643x5098+0+0/resize/1440x961!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2Fc8%2F8a%2F6aee1430404495ece8ecd762b84d%2Fagtonomy-george-grote.jpg"/&gt;

    


    
    
    &lt;img class="Image" alt="Agtonomy_George Grote .jpg" srcset="https://assets.farmjournal.com/dims4/default/e3e7009/2147483647/strip/true/crop/7643x5098+0+0/resize/568x379!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2Fc8%2F8a%2F6aee1430404495ece8ecd762b84d%2Fagtonomy-george-grote.jpg 568w,https://assets.farmjournal.com/dims4/default/d675a83/2147483647/strip/true/crop/7643x5098+0+0/resize/768x513!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2Fc8%2F8a%2F6aee1430404495ece8ecd762b84d%2Fagtonomy-george-grote.jpg 768w,https://assets.farmjournal.com/dims4/default/c421943/2147483647/strip/true/crop/7643x5098+0+0/resize/1024x683!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2Fc8%2F8a%2F6aee1430404495ece8ecd762b84d%2Fagtonomy-george-grote.jpg 1024w,https://assets.farmjournal.com/dims4/default/458d7d6/2147483647/strip/true/crop/7643x5098+0+0/resize/1440x961!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2Fc8%2F8a%2F6aee1430404495ece8ecd762b84d%2Fagtonomy-george-grote.jpg 1440w" width="1440" height="961" src="https://assets.farmjournal.com/dims4/default/458d7d6/2147483647/strip/true/crop/7643x5098+0+0/resize/1440x961!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2Fc8%2F8a%2F6aee1430404495ece8ecd762b84d%2Fagtonomy-george-grote.jpg" loading="lazy"
    &gt;


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        &lt;div class="Figure-content"&gt;&lt;figcaption class="Figure-caption"&gt;Agtonomy_George Grote&lt;/figcaption&gt;&lt;div class="Figure-credit"&gt;(Agtonomy)&lt;/div&gt;&lt;/div&gt;
    
&lt;/figure&gt;

                        
                    
                
            
        &lt;/div&gt;
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        &lt;h2&gt;&lt;b&gt;How Agtonomy Works&lt;/b&gt;&lt;/h2&gt;
    
        At this point, Agtonomy is being used on fruit and nut tree, grapevine, avocado and citrus operations. The company works with 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.bobcat.com/na/en" target="_blank" rel="noopener"&gt;&lt;u&gt;Bobcat&lt;/u&gt;&lt;/a&gt;&lt;/span&gt;
    
        , specifically the Doosan Bobcat CT 4045, for more versatile utility and maintenance tasks, and 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.kubotausa.com/" target="_blank" rel="noopener"&gt;&lt;u&gt;Kubota&lt;/u&gt;&lt;/a&gt;&lt;/span&gt;
    
         to automate narrow-track diesel tractors, such as the Kubota M5N series.&lt;br&gt;&lt;br&gt;Agtonomy’s software is embedded into a tractor’s OEM control system at the factory. Outfitted with the technology, the machine can autonomously handle repetitive tasks, such as mowing, spraying and seeding. Using cameras and sensors, tractors can “see” their surroundings, allowing them to navigate rows and avoid obstacles. Sensors and data links also ensure that sprayers or mowers are working at the correct intensity and height. When an issue occurs, a notification is sent to a smartphone and/or tablet, complete with details to help the tractor decide what to do when it deviates from the original instructions. &lt;br&gt;&lt;br&gt;
    
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    &lt;a class="AnchorLink" id="html-embed-module-180000" name="html-embed-module-180000"&gt;&lt;/a&gt;


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&lt;/div&gt;</description>
      <pubDate>Fri, 10 Apr 2026 20:25:32 GMT</pubDate>
      <guid>https://www.agweb.com/news/machinery/farmville-real-how-autonomous-tech-rebranding-tractor-drivers-digital-operators</guid>
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    <item>
      <title>4 Ways to Use Artificial Intelligence to Give Your Farm A New Edge</title>
      <link>https://www.agweb.com/news/business/4-ways-use-artificial-intelligence-give-your-farm-new-edge</link>
      <description>&lt;div class="RichTextArticleBody RichTextBody"&gt;
    
        Artificial Intelligence tools are at our fingertips and are amazingly efficient at what they do. Let me give you a few examples.&lt;br&gt;
    
        &lt;h2&gt;1. From Spreadsheets to Custom Apps&lt;/h2&gt;
    
        Our flagship 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.farmprofitmanager.com/" target="_blank" rel="noopener"&gt;Farm Profit Manager tool&lt;/a&gt;&lt;/span&gt;
    
         has always been Excel-based. It is easy to use, people like the format and it is visually appealing. Then Sam and Mack on the Ag View Solutions team spent a few days building an online app. The best part? We’ve made it completely free — with the help of AI tools like Claude and ChatGPT. We can see the real value continues to be in the consulting relationship and the decisions it drives, not just the software. So we spent a few hundred dollars on something that would have cost tens of thousands — or even hundreds of thousands — with a traditional development team. Amazing, when you think about it.&lt;br&gt;
    
        &lt;hr/&gt;
    
        &lt;div class="cms-textAlign-center"&gt;&lt;b&gt;Free Management Tool: &lt;/b&gt;Farm Profit Manager is now completely free! 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.farmprofitmanager.com/" target="_blank" rel="noopener"&gt;&lt;b&gt;&lt;u&gt;Click here&lt;/u&gt;&lt;/b&gt;&lt;/a&gt;&lt;/span&gt;
    
         for the online tool or spreadsheet.&lt;/div&gt;
    
        &lt;hr/&gt;
    
        &lt;br&gt;
    
        &lt;h2&gt;2. The $20-a-Month Software Developer&lt;/h2&gt;
    
        A wide range of tools are available to make this happen — Claude, ChatGPT, Grok and Copilot are some of the major ones. Upload a spreadsheet and give it a prompt like: “I want you to build an amazing UI (user interface) and UX (user experience) for this tool. Make it a web-based app I can run on my phone or computer. Fix any errors and make sure it is polished.” Give it a few minutes and watch as it writes code and builds the app right in front of you. You may need a few tweaks, but the results will be remarkably good.&lt;br&gt;&lt;br&gt;&lt;br&gt;
    
        &lt;h2&gt;3. Automate the Mundane&lt;/h2&gt;
    
        Think of every mundane paperwork task you do and ask yourself if AI can do it better. I scanned all of my corn load tickets into a single file, uploaded it to Claude and told it to build me a spreadsheet of all loads to reconcile against my payouts. I proofread, made a few minor adjustments and reconciled 100 loads in 30 minutes — with a clean document to reference in the future. That would’ve taken me half a day in the office before.&lt;br&gt;
    
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    &gt;


&lt;/picture&gt;

    

    
&lt;/figure&gt;

                        
                    
                
            
        &lt;/div&gt;
    &lt;/div&gt;
    
        &lt;h2&gt;4. Your Instant Digital Assistant&lt;/h2&gt;
    
        Connect Claude Cowork or Microsoft Copilot to your documents. Connect your documents into a smart filing system that can learn your operation and serve as your instant assistant.&lt;br&gt;&lt;br&gt;A few other practical applications:&lt;br&gt;&lt;ul class="rte2-style-ul" id="rte-b18946c2-2dcf-11f1-9a2e-4b6d4876eebc"&gt;&lt;li&gt;Build your own board of advisers&lt;/li&gt;&lt;li&gt;Finally build that farm website&lt;/li&gt;&lt;li&gt;Create a strategic plan for your farm (email me for the tool)&lt;/li&gt;&lt;/ul&gt;Pro Tip: Download a tool like Wispr Flow — just push a button, speak to your phone or computer, and it transcribes your prompt perfectly. Hit ‘go’ and watch Claude or any of these tools build amazing things.&lt;br&gt;&lt;br&gt;The future is now — learn these tools, or your operation will get left behind.
    
&lt;/div&gt;</description>
      <pubDate>Fri, 10 Apr 2026 11:01:00 GMT</pubDate>
      <guid>https://www.agweb.com/news/business/4-ways-use-artificial-intelligence-give-your-farm-new-edge</guid>
      <media:content medium="img" lang="en-US" url="https://assets.farmjournal.com/dims4/default/4702a6e/2147483647/strip/true/crop/1667x1112+0+0/resize/1440x961!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F45%2F45%2Fc17640474e59bb4b0279caac1519%2Fshay-foulk.jpg" />
    </item>
    <item>
      <title>Inside The Tax Return of Your Farm's Future</title>
      <link>https://www.agweb.com/news/business/inside-tax-return-your-farms-future</link>
      <description>&lt;div class="RichTextArticleBody RichTextBody"&gt;
    
        The traditional process of preparing agricultural tax returns has long been defined by manual data entry and the complex reconciliation of income. However, the integration of artificial intelligence into financial systems is ushering in a more sophisticated era of tax management. For the modern farm, the future of filing lies in a seamless pipeline where software handles the heavy lifting of data organization, leaving the high-level strategy to human experts.&lt;br&gt;
    
        &lt;h2&gt;Comprehensive Data Integration&lt;/h2&gt;
    
        The foundation of a modern tax return is the accounting system. Platforms like QuickBooks, Xero or specialized farm management software are becoming increasingly autonomous. In the near future, these AI agents will do more than simply record expenses; they will analyze them in real-time.&lt;br&gt;&lt;br&gt;With direct links to bank feeds and digital invoices, AI can categorize expenditures with precision. It can distinguish between capital investments, such as machinery or land improvements, and standard operating costs like seed and fuel. This continuous synchronization means by the end of the fiscal year, the financial records are already in a format that mirrors the requirements of a tax return.&lt;br&gt;
    
        &lt;div class="Enhancement" data-align-center&gt;
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    &gt;


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&lt;/figure&gt;

                        
                    
                
            
        &lt;/div&gt;
    &lt;/div&gt;
    
        &lt;h2&gt;Automated Document Reconciliation&lt;/h2&gt;
    
        A significant portion of tax preparation involves matching — ensuring the farm’s internal records align with the documents issued by third parties. A preparer of a farm tax return may spend more time making sure all of the income is in the right box then planning to optimize the income tax level.&lt;br&gt;&lt;br&gt;AI is uniquely suited to handle this high-volume verification. The system can automatically ingest Form 1099-PATR (cooperative distributions), 1099-G (government subsidies) and other Form 1099s and W-2s and verify them against recorded deposits.&lt;br&gt;&lt;br&gt;If a document is missing or a figure does not match the ledger, AI identifies the specific discrepancy immediately, allowing for a targeted correction rather than a manual search through months of records.&lt;br&gt;
    
        &lt;h2&gt;The Role of Human Oversight&lt;/h2&gt;
    
        While AI provides the technical framework for the return, the final stage remains firmly in human hands. Once the software has mapped the data to the appropriate tax schedules, it produces a comprehensive draft for professional review.&lt;br&gt;&lt;br&gt;This allows the farmer or a tax consultant to transition from a data entry role to a strategic advisory role. Instead of spending hours verifying line items, the human reviewer can focus on critical tax planning decisions including accelerated depreciation choices or income averaging that require professional judgment and an understanding of the farm’s long-term goals.&lt;br&gt;&lt;br&gt;The result is a more accurate, defensible and efficient tax filing process. By automating the clerical aspects of the return, AI allows agricultural producers to maintain focus on their operations while ensuring full compliance with the evolving tax laws.
    
&lt;/div&gt;</description>
      <pubDate>Thu, 09 Apr 2026 12:59:16 GMT</pubDate>
      <guid>https://www.agweb.com/news/business/inside-tax-return-your-farms-future</guid>
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      <title>Cultivating Trust: How the Agriculture Industry is Bridging the AI Adoption Gap</title>
      <link>https://www.agweb.com/news/machinery/cultivating-trust-how-agriculture-industry-bridging-ai-adoption-gap</link>
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        For California farmer Joe Del Bosque 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/topics/artificial-intelligence" target="_blank" rel="noopener"&gt;&lt;u&gt;artificial intelligence&lt;/u&gt;&lt;/a&gt;&lt;/span&gt;
    
         was once a foreign concept. Today, he uses AI for autonomous weed control and water management.&lt;br&gt;&lt;br&gt;According to 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.mckinsey.com/industries/agriculture/our-insights/from-bytes-to-bushels-how-gen-ai-can-shape-the-future-of-agriculture" target="_blank" rel="noopener"&gt;&lt;u&gt;McKinsey &amp;amp; Company analysis&lt;/u&gt;&lt;/a&gt;&lt;/span&gt;
    
        , AI can create economic value by improving labor and input costs as well as yield to the tune of $100 billion and by increasing sales and productivity by as much as $150 billion across the agriculture industry. However, most farmers continue to approach AI with a mixture of cautious optimism and skepticism.&lt;br&gt;&lt;br&gt;“We have increasing costs all the time, we have challenges with pests and with the climate, so we’re looking for AI to help us,” says Del Bosque, who grows cantaloupe, watermelon, honeydew and Galia melons on 2,000 acres.&lt;br&gt;&lt;br&gt;It’s crucial for farmers and technology companies to come together to find solutions for some of agriculture’s most pressing concerns with AI, he adds.&lt;br&gt;&lt;br&gt;
    
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    &lt;a class="AnchorLink" id="html-embed-module-df0000" name="html-embed-module-df0000"&gt;&lt;/a&gt;


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        &lt;h2&gt;&lt;b&gt;Building Trust Through In-Field Results&lt;/b&gt;&lt;/h2&gt;
    
        In her work as chief product officer for 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.avalo.ai/" target="_blank" rel="noopener"&gt;&lt;u&gt;Avalo, Inc&lt;/u&gt;&lt;/a&gt;&lt;/span&gt;
    
        , a crop development company creating climate-resilient crops, Rebecca White recognizes the investment price tag for technology is a significant barrier for producers. For example, autonomous and robotic systems can cost hundreds of thousands to a million dollars per unit, she says.&lt;br&gt;&lt;br&gt;That financial scope can heighten caution around new technology – a point addressed at the recent 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://worldagritechusa.com/" target="_blank" rel="noopener"&gt;&lt;u&gt;World Agri-Tech&lt;/u&gt;&lt;/a&gt;&lt;/span&gt;
    
         event. As industry leaders emphasize, for trust to form, the technology must first prove its reliability in the field.&lt;br&gt;&lt;br&gt;
    
        &lt;h2&gt;&lt;b&gt;Bridging the Gap Between Data and Action&lt;/b&gt;&lt;/h2&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.fastcompany.com/91508274/why-the-industry-that-feeds-8-billion-people-still-cant-read-its-own-data" target="_blank" rel="noopener"&gt;&lt;u&gt;AI requires data&lt;/u&gt;&lt;/a&gt;&lt;/span&gt;
    
         – and lots of it. The council for 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://publications.cast-science.org/CAST/en/article/view/4/6" target="_blank" rel="noopener"&gt;&lt;u&gt;Agricultural Science and Technology&lt;/u&gt;&lt;/a&gt;&lt;/span&gt;
    
         explains data is, “commonly fragmented, distributed, heterogeneous and incompatible,” which makes it challenging to use in a way that can be readily analyzed with AI.&lt;br&gt;&lt;br&gt;The real value in data lies in how it’s returned to the producer, says Ryan Gilbert, a consultant with 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.deeprootstrategies.com/" target="_blank" rel="noopener"&gt;&lt;u&gt;Deep Root Strategies LLC&lt;/u&gt;&lt;/a&gt;&lt;/span&gt;
    
        , a company that drives innovation in agriculture through adopting new forms of technology.&lt;br&gt;&lt;br&gt;“The foundation [of success] is the data being generated by the companies selling the products and how they deliver that data to farmers to be able to use” Gilbert says. “The question is: What can AI do to actually increase the quality of the information and deliver it when the farmer wants it and in the format they want to achieve the outcomes they need to remain profitable?”&lt;br&gt;&lt;br&gt;
    
        &lt;h2&gt;Unlocking AI’s Potential Through Teamwork&lt;/h2&gt;
    
        &lt;br&gt;The next generation could play a role in building trust. At the 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://digitalag.illinois.edu/" target="_blank" rel="noopener"&gt;&lt;u&gt;Center for Digital Agriculture at the University of Illinois&lt;/u&gt;&lt;/a&gt;&lt;/span&gt;
    
        , Jessica Wedow says students are working on several projects that connect AI and agriculture. She says having one foot in each discipline could help form a stronger sense of trust.&lt;br&gt;&lt;br&gt;If you’re able to involve students who have an understanding of the problems in agriculture and the need for the end users – the farmers and the growers – when building AI-enabled tools that’s a win-win, Wedow explains.&lt;br&gt;&lt;br&gt;Fredy Diaz, deputy chief data officer for USDA, also believes collaboration, sharing research and insights, will strengthen the role of AI on the farm.&lt;br&gt;&lt;br&gt;“It is all about teamwork; we’re really big on a partnership between government, industry and academia. It’s something we practice almost every day in my office,” Diaz says.&lt;br&gt;&lt;br&gt;For example, USDA is working with students from various universities and Amazon Web Services to create technology that solves problems in real-world agriculture.&lt;br&gt;
    
&lt;/div&gt;</description>
      <pubDate>Thu, 19 Mar 2026 19:58:51 GMT</pubDate>
      <guid>https://www.agweb.com/news/machinery/cultivating-trust-how-agriculture-industry-bridging-ai-adoption-gap</guid>
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      <title>Weather or Management? Unveil the Variation Causing Your Yield Swings</title>
      <link>https://www.agweb.com/news/business/weather-or-management-unveil-variation-causing-your-yield-swings</link>
      <description>&lt;div class="RichTextArticleBody RichTextBody"&gt;
    
        Farmers can’t control the weather—but they can control which practices they repeat. Acre Almanac, an AI-driven platform built by western Minnesota farmer and Bushel co-founder Ryan Raguse, uses years of your field history to identify what most likely drove yield variability across your operation—so you can tell whether a 5–10 bushel swing came from conditions or decisions.&lt;br&gt;&lt;br&gt;When Ryan Raguse took over his family’s farm after his father’s death from cancer, he had the historical yields, but he couldn’t ask anyone the questions to reveal the decisions that led to those outcomes.&lt;br&gt;&lt;br&gt;“I started to build this just for myself, but then I realized everyone has fields they wonder what led to 5 or 10 bushels. And while you have university studies or other field trials that tell you X, Y, Z adds up to this many bushels, this is giving you your own private almanac,” Raguse says.&lt;br&gt;&lt;br&gt;You need three things to get started:&lt;br&gt;&lt;ol class="rte2-style-ol" id="rte-297a73c1-125f-11f1-bfa9-fdcbb8fdf515" start="1"&gt;&lt;li&gt;Field boundaries&lt;/li&gt;&lt;li&gt;Planting dates&lt;/li&gt;&lt;li&gt;Your APH&lt;/li&gt;&lt;/ol&gt;After those three data layers are input into Acre Almanac, any number of other variables can be added in its modeling to identify what led to different yield outcomes. All data remain private to your account—nothing is shared or aggregated.&lt;br&gt;&lt;br&gt;“What it does is regression testing to tell you what drove your variance in your yield, and then over time, you can detrend things,” he says. “For example, you can tell whether a practice added more bushels or if it was just good weather. You can normalize every variable across your farm and just pick one you’re testing—it allows you to analyze it across your entire farm all at once.”&lt;br&gt;&lt;br&gt;Examples farmers can compare include running cultivators at an angle, tillage depth, or spiked vs. solid closing wheels, and more.&lt;br&gt;
    
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        &lt;br&gt;For Raguse, he’s been able to see how early soybean planting pays off across his western Minnesota acres.&lt;br&gt;&lt;br&gt;“This year, I’m thinking about planting all my soybeans first, instead of my corn,” he says. “In farming, everything is an if-this-then-that statement. So, if all my fields were ready at the exact same time, I would prioritize planting my soybeans. But as I can, I’m putting my soybeans in early because the data shows there’s going to be an outsized benefit.”&lt;br&gt;&lt;br&gt;He says the goal of Acre Almanac is to answer questions that previously weren’t easy to answer unless you had a career of firsthand experience.&lt;br&gt;&lt;br&gt;“My dad didn’t keep the best records. So I was calling the co-op, the seed person and anyone who could help me piece together the history of the farm,” Raguse says. “That’s where this idea came from to uncover this generational knowledge that was impossible to otherwise extract. We’re creating a private almanac that can be passed down digitally.”&lt;br&gt;&lt;br&gt;He adds, “Maybe it was 95% dependent on weather one year. But you hear that all the time and you hear about the ‘secret sauce’ — so this really is about understanding the depth of your decision-making and what’s making a difference.”&lt;br&gt;
    
&lt;/div&gt;</description>
      <pubDate>Wed, 25 Feb 2026 18:30:23 GMT</pubDate>
      <guid>https://www.agweb.com/news/business/weather-or-management-unveil-variation-causing-your-yield-swings</guid>
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      <title>Companies Team Up To Accelerate Ag Innovation With Artificial Intelligence</title>
      <link>https://www.agweb.com/news/business/technology/companies-team-accelerate-ag-innovation-artificial-intelligence</link>
      <description>&lt;div class="RichTextArticleBody RichTextBody"&gt;
    
        SAP SE and Syngenta have announced a multi-year strategic technology partnership designed to bring AI-driven innovation directly to the agricultural sector. For farmers, this means a more modern, data-driven approach to the products and services they rely on daily, from manufacturing and supply chain management to field-level support.&lt;br&gt;&lt;br&gt;As farmers navigate the complexities of climate variability and global market uncertainty, the partnership aims to bolster the tools available to meet the challenge of feeding a projected 10 billion people by 2050, Syngenta reports. By integrating AI across Syngenta’s operations, the collaboration is positioned to unlock faster innovation and stronger operational resilience that scales to meet the needs of agricultural producers.&lt;br&gt;&lt;br&gt;“AI is the catalyst for agricultural transformation and has quickly become a core competitive edge for Syngenta,” said Feroz Sheikh, chief information and digital officer, Syngenta Group, in a prepared statement. “Our partnership with SAP is transforming how we run the enterprise, modernizing core operations and unlocking new ways to work — a testament to our commitment to becoming an agriculture company with AI at its core.”&lt;br&gt;&lt;br&gt;“Syngenta’s transformation sets a benchmark for digital innovation in agriculture,” said Philipp Herzig, chief technology officer at SAP SE, in a statement. “Together, we’re demonstrating how cloud and AI technologies can drive sustainable growth and efficiency in one of the world’s most critical industries. This partnership will help Syngenta future-proof its operations to feed the world responsibly.”&lt;br&gt;&lt;br&gt;The transformation begins with SAP Cloud ERP Private solutions, modernizing Syngenta’s value chain to ensure the company remains agile and responsive to market shifts. For U.S. farmers, this translates to a more reliable partner capable of weathering volatility and delivering consistent results, Syngenta says.&lt;br&gt;&lt;br&gt;Through the SAP Business Data Cloud, Syngenta is establishing a unified and secure data foundation essential for real-time decision-making. Combined with SAP Business AI and tools like the
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.sap.com/products/artificial-intelligence/ai-assistant.html" target="_blank" rel="noopener"&gt; Joule Copilot&lt;/a&gt;&lt;/span&gt;
    
        , the company intends to drive operational efficiency and accelerate the development of new technologies. Importantly, this initiative focuses on delivering superior products and services while ensuring farmers maintain control and privacy over their proprietary information.&lt;br&gt;
    
&lt;/div&gt;</description>
      <pubDate>Tue, 20 Jan 2026 20:19:57 GMT</pubDate>
      <guid>https://www.agweb.com/news/business/technology/companies-team-accelerate-ag-innovation-artificial-intelligence</guid>
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      <title>The Future of Agriculture: A Partnership Between a Farmer’s Experience and AI’s Intelligence</title>
      <link>https://www.agweb.com/opinion/future-agriculture-partnership-between-farmers-experience-and-ais-intelligence</link>
      <description>&lt;div class="RichTextArticleBody RichTextBody"&gt;
    
        &lt;b&gt;By Malwinder Singh Malhi: Ludhiana, Punjab, India&lt;/b&gt;&lt;br&gt;A student recently asked me two powerful questions that capture the future of farming and artificial intelligence: “Sir, can AI help us grow rice with less water? If yes, then why should we fear the future?” &lt;br&gt;I appreciate his optimism—and he is right. His questions reflect the wisdom we need today.&lt;br&gt;If AI can help us grow rice with less water—and it certainly can—then AI should make us excited about the future, not fearful of it.&lt;br&gt;Yet this perspective is not widespread. Globally, people are more anxious than enthusiastic about AI. A 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.pewresearch.org/global/2025/10/15/how-people-around-the-world-view-ai/" target="_blank" rel="noopener"&gt;Pew Research Center&lt;/a&gt;&lt;/span&gt;
    
         survey across 25 countries found people were roughly twice as likely to express concerns about AI than excitement. Ironically, some of the strongest concerns come from the United States, the very country leading much of then AI innovation. &lt;br&gt;In India however the conversation feels different. Especially In rural areas, we don’t fear that AI will take our jobs. Instead, we see AI as a support system, a tool that augments our work, not replace it. AI is more likely to create new roles – in data collection, machine operation, crop monitoring, digital advisory services, and precision agriculture.&lt;br&gt;In short, we see AI as an assistant, not a threat.&lt;br&gt;I’m already using AI on my 25-acre family farm in Punjab. We recently finished our 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://globalfarmernetwork.org/innovative-rice-cultivation-is-producing-positive-economic-and-environmental-results/" target="_blank" rel="noopener"&gt;rice season&lt;/a&gt;&lt;/span&gt;
    
         and are now growing wheat for food, producing high-quality potato seed for other farmers, and cultivating corn for silage. &lt;br&gt;In our rice paddies, AI-powered sensors guide irrigation, helping us conserve water. In our potato fields, AI-connected sprinkler systems analyze real-time data to optimize irrigation and fertilizer application. &lt;br&gt;In both crops, AI has given us clear benefits:we grow more using fewer resources.And this is just the beginning. AI-enabled tools and small robotic implements will soon support farmers in spraying, weeding, and scouting for pests and diseases. They will provide timely information about prices and markets and help us navigate labor shortages.&lt;br&gt;What AI will not change is the farmer’s fundamental role. We will always plant seeds, care for crops, and harvest food. Our traditional knowledge will remain vital. But AI will increasingly enhance our decision-making and efficiency.&lt;br&gt; &lt;br&gt;I often say the farmers of the future won’t just operate machines. We will also operate data. And AI will help us convert that data into practical knowledge and insights.&lt;br&gt;For example, a simple image taken with a smart phone can now detect nutrient deficiencies, pests, and plant diseases.. A young farmer recently told me: “We used to lose precious days waiting for experts to visit. Now AI tells me the problem and solution in minutes.” &lt;br&gt;As Global Farmer Network colleague V. Ravichandran says it perfectly: “
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://globalfarmernetwork.org/eo/ai-technology-puts-a-plant-doctor-in-every-pocket/" target="_blank" rel="noopener"&gt;I have a plant doctor in my pocket&lt;/a&gt;&lt;/span&gt;
    
        . &lt;br&gt;With AI, Indian agriculture can achieve higher and more stable yields, reduced chemical usage, healthier soils, climate-resilient cropping patterns, and overall improved sustainability. Most importantly, it strengthens food security for the world’s most populous nation, home to roughly 1.5 billion people.&lt;br&gt;AI is not a robot replacing farmers. It’s a decision-support tool.Jobs will evolve, not disappear. We will still need farmers to collect data, operate machines, monitor fields and convert AI insights into real-world improvements. &lt;br&gt;This potential is already drawing young people toward agriculture. During a recent AI-training program at a rural school, I saw tremendous enthusiasm, especially among the girls.They were confident, curious, and ready to embrace this new era.&lt;br&gt;Our future farmers are teaching us something important:The partnership between human intuition and machine intelligence is not something to fear. It is something to welcome with confidence and hope.&lt;br&gt; &lt;i&gt;Dr. Malwinder Singh Malhi is a 3&lt;sup&gt;rd&lt;/sup&gt; generation farmer in Ludhiana, Punjab, India where he grows rice, wheat, potatoes, peas, along with fodder crops of oats, rye grass and mustard.Malhi has over 30 years of experience working with farmers on the transfer of agricultural technologies to increase productivity. Malwinder Malhi is a member of the Global Farmer Network.&lt;/i&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="http://www.globalfarmernetwork.org" target="_blank" rel="noopener"&gt;&lt;i&gt;www.globalfarmernetwork.org&lt;/i&gt;&lt;/a&gt;&lt;/span&gt;
    
&lt;/div&gt;</description>
      <pubDate>Fri, 12 Dec 2025 17:35:46 GMT</pubDate>
      <guid>https://www.agweb.com/opinion/future-agriculture-partnership-between-farmers-experience-and-ais-intelligence</guid>
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      <title>WinField United Deploys Artificial Intelligence To Improve Its Agronomic Adviser Retention</title>
      <link>https://www.agweb.com/news/winfield-united-deploys-artificial-intelligence-improve-its-agronomic-adviser-retention</link>
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        It takes new solutions to fix problems otherwise yet to be solved. And that’s what WinField United sees as the opportunity to use artificial intelligence to help with team member retention. Specifically, as explained by Leah Anderson President, WinField United and SVP, Land O’Lakes, Inc, one in four retail sales agronomists in their system (Winfield United and its retail owners) churns out of the system every year.&lt;br&gt;&lt;br&gt;To support their retail agronomists with decision-making and product recommendations, WinField United partnered with Microsoft to take its 800-page Land O’Lakes Crop Protection guide and build a copilot called Oz (named for the abbreviation for Ounce).&lt;br&gt;&lt;br&gt;When prompted, Oz delivers fast, mobile-friendly responses. It is currently in its pilot phase with expected availability across the entire WinField United network next year.&lt;br&gt;&lt;br&gt;Anderson says the project has two goals:&lt;br&gt;&lt;ul class="rte2-style-ul"&gt;&lt;li&gt;Support retail agronomists in their recommendations&lt;/li&gt;&lt;li&gt;Support decisions with a focus on return on investment&lt;/li&gt;&lt;/ul&gt;“This is about helping our agronomists be as productive and effective as they can be with the time they have,” Anderson says.&lt;br&gt;&lt;br&gt;She says the Crop Protection Guide has been a valuable resource and making it more accessible with the technology will bring more value from the data sourced from the company’s Innovation Center, Answer Plots and more.&lt;br&gt;&lt;br&gt;“Especially in this moment when farmers are under so much financial stress, there isn’t an ability to waste a dime on a product spend that’s not going to yield an ROI,” she says. “It’s about how we get the information in the hands of retailers and agronomists and farmers faster, better, so that they have more confidence as they’re making those decisions on their farm and managing their crop every year.”&lt;br&gt;&lt;br&gt;&lt;b&gt;More AI To Be Embedded In the Business&lt;/b&gt;&lt;br&gt;&lt;br&gt;Anderson says this is phase one for Oz and signs of more of what’s to come from how WinField United uses artificial intelligence. Regarding tools for agronomists, she sees adding predictive analytics, emerging pests and more products and technologies. She sees how AI will be applied on the business side of WinField United as a distributor with logistics and predictive tools for inventories.&lt;br&gt;&lt;br&gt;“We’ll continue to work on the overall efficiency of how product is flowing and moving,” she says. “We’ll work on getting to a point where, you’re confident the right thing is in the right place at the right time for the right purpose, even before you get the call from the retailer saying they need it.”&lt;br&gt;&lt;br&gt;And AI has the potential to help transform the logistics of the business to meet the current demand. Speaking to how U.S. farmers typically plant their acres of corn and soybeans in a three-week timespan, the supply chain is “overbuilt” for that small time window.&lt;br&gt;&lt;br&gt;She continues, “in order to make sure that ultimately farmers have everything they need, all of us, whether it’s retailers or distributors or basic manufacturers, we’re all doing everything we can to build really big piles of stuff and get it out into the country to be ready for whatever it is that the grower’s going to need. My observation about that is that it’s pretty inefficient today. The reality is, there’s too many piles of stuff, and they’re too big. And a lot of times, the piles just get returned back at the end of the season.”&lt;br&gt;&lt;br&gt;WinField United will experiment in how to use AI to drive more efficiency in their supply chain.&lt;br&gt;&lt;br&gt;“It really bloats a lot of people’s balance sheets, working capital, with too much inventory. We’re paying too much to store stuff,” she says. “There’s lots of inefficiency that comes from not having a really good demand sensing capability and appropriately designed forecasts. Everybody does their best today. This isn’t being critical in any way, but you think about what AI can start doing for us to be better modeling demand and forecasting, so that we can be smarter about how big those piles of stuff really need to be, and where they need to be.”&lt;br&gt;&lt;br&gt;She concludes saying AI isn’t about replacing people or talent but rather doing business differently with an aim of doing it better.&lt;br&gt;&lt;br&gt;“This gives us an opportunity, to show people the power of AI being an and–not an or–not a replacement, but an enhancer,” she says. “And so there’s a piece of this too just getting comfortable with what AI can be and what it can do for all of our shared businesses.”&lt;br&gt;
    
&lt;/div&gt;</description>
      <pubDate>Wed, 19 Nov 2025 16:45:18 GMT</pubDate>
      <guid>https://www.agweb.com/news/winfield-united-deploys-artificial-intelligence-improve-its-agronomic-adviser-retention</guid>
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      <title>AgZen, Corteva Team up on AI-Powered, Retrofit Sprayer Tech</title>
      <link>https://www.agweb.com/news/business/technology/agzen-corteva-team-ai-powered-retrofit-sprayer-tech</link>
      <description>&lt;div class="RichTextArticleBody RichTextBody"&gt;
    
        AgZen announces an agreement with Corteva to further “explore the commercial potential” of AgZen’s AI-powered crop spraying optimization technology, RealCoverage.&lt;br&gt;&lt;br&gt;The news comes on the heels of 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/crops/crop-production/cortevas-bold-move-what-splitting-crop-protection-and-seed-businesses-" target="_blank" rel="noopener"&gt;Corteva’s big announcement on Oct. 1&lt;/a&gt;&lt;/span&gt;
    
        , detailing the crop protection multinational’s plan to split its crop protection and seeds businesses.&lt;br&gt;&lt;br&gt;AgZen, a tech startup spun out of MIT, is making a name for itself by pioneering feedback optimization for spray applications — a new approach the company thinks has potential to improve farmer outcomes and reduce crop input costs.&lt;br&gt;&lt;br&gt;
    
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        &lt;div class="Figure-content"&gt;&lt;div class="Figure-credit"&gt;(AgZen)&lt;/div&gt;&lt;/div&gt;
    
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        AgZen’s first product, RealCoverage, is a retrofit kit that can be bolted onto any sprayer to measure and optimize the number of drops of agrochemicals applied to crops. The system features a boom-mounted sensor that analyzes the coverage and quality of spray applications in real-time, displaying actionable data to a tablet mounted in the cab. Farmers can use the data to optimize the physical settings on spray rigs, both self-propelled and pull-behind, to increase coverage.&lt;br&gt;&lt;br&gt;The startup says its system works by leveraging AI and cutting-edge computer vision, and customers have used RealCoverage to save 30% to 50% on input costs.&lt;br&gt;&lt;br&gt;
    
        &lt;h3&gt;&lt;b&gt;Farmer Feedback&lt;/b&gt;&lt;/h3&gt;
    
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        Northwest Indiana farmer Bryan Brost slapped a RealCoverage system onto his Hagie STS 16 high-clearance sprayer to use on his waxy corn and soybean crops. He says it has helped boost his spray program efficiency overall by reducing application rates while maintaining optimal coverage throughout his 12,000-acre operation.&lt;br&gt;&lt;br&gt;“The payback came in the first year,” he tells Farm Journal via text message. “We have increased our acres [covered] per day with less hours on the machine, the operator and the nurse tanks supplying product [to the sprayer].”&lt;br&gt;&lt;br&gt;Corey McIntosh set the technology loose across his 4,000 acre spread in Missouri Valley, Iowa. He is looking forward to using the data to improve his application efficiency across the board. He’s also letting his neighbors and local retailer in on the secret.&lt;br&gt;&lt;br&gt;“I was getting a chem shuttle refilled at [the] co-op, these guys have always been complimentary of our weed control, I asked them: ‘What percentage of leaf surface area do you think you are covering with your sprayers?’ One of their best operators said he thought 50% coverage. The salesman next to him said it would definitely be more than 60%,” McIntosh says.&lt;br&gt;&lt;br&gt;“They were shocked when I told them we were at 9% to 10%, but nobody has had ever had a way to quantify this before,” he adds. “We are really looking forward to making improvements.”&lt;br&gt;
    
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        Since launching on the market in 2024, AgZen says it covered more than 970,000 commercial acres of application across the U.S. on row crops and specialty crops.&lt;br&gt;&lt;br&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/crops/soybeans/breakthrough-fungicide-revolutionizes-white-mold-disease-control-key-crops" target="_blank" rel="noopener"&gt;&lt;b&gt;Your Next Read:&lt;/b&gt; Breakthrough Fungicide Delivers White Mold Disease Control in Key Crops&lt;/a&gt;&lt;/span&gt;
    
&lt;/div&gt;</description>
      <pubDate>Wed, 22 Oct 2025 15:08:46 GMT</pubDate>
      <guid>https://www.agweb.com/news/business/technology/agzen-corteva-team-ai-powered-retrofit-sprayer-tech</guid>
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      <title>App Delivers Yield Predictions Via Remote Sensing and Artificial Intelligence</title>
      <link>https://www.agweb.com/news/business/technology/app-delivers-yield-predictions-remote-sensing-and-artificial-intelligence</link>
      <description>&lt;div class="RichTextArticleBody RichTextBody"&gt;
    
        With at least 95% accuracy at key estimate timings in late July and early August, Growmark’s myFS agronomy platform gives its retail advisors and farmers new insights. Brendan Bachman, FS Agronomy Director, explains how the tool works and what it means for the future.&lt;br&gt;
    
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        “We started the pursuit of what is now the MyFS Agronomy tool back in 2018, and really the mindset was as farmers continued to get better at collecting data it was very much real reality in the fact that we were data-rich and insight-poor. What we’ve tried to do is solve that problem,” Bachman says.&lt;br&gt;&lt;br&gt;He explains the myFS Agronomy platform aims to be hub for all the data a field generates through the growing season, adding in weather, and additional insights. With technology, he says there’s been a learning curve of what works well, and what doesn’t achieve the quality expected, but in the past seven years, his team has achieved a view of a field via data that factors in the agronomic inputs and outcomes.&lt;br&gt;&lt;br&gt;“We’re able to do now is really kind of synthesize a crop year in almost real time, utilize remote sensing and different modeling aspects to make some better decisions in season, but ultimately help that farmer really analyze how well their crop performed throughout,” he says. “For example, in a 2025 cropping season to make those appropriate changes going forward into ‘26.”&lt;br&gt;
    
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    &lt;img class="Image" alt="Yield Prediction MyFs" srcset="https://assets.farmjournal.com/dims4/default/b062fe8/2147483647/strip/true/crop/424x640+0+0/resize/568x858!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F22%2F21%2F3016a87441e4b628015798d180bd%2Fyield-prediction-tool.jpg 568w,https://assets.farmjournal.com/dims4/default/2539a9d/2147483647/strip/true/crop/424x640+0+0/resize/768x1159!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F22%2F21%2F3016a87441e4b628015798d180bd%2Fyield-prediction-tool.jpg 768w,https://assets.farmjournal.com/dims4/default/00210d1/2147483647/strip/true/crop/424x640+0+0/resize/1024x1546!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F22%2F21%2F3016a87441e4b628015798d180bd%2Fyield-prediction-tool.jpg 1024w,https://assets.farmjournal.com/dims4/default/f2460d2/2147483647/strip/true/crop/424x640+0+0/resize/1440x2174!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F22%2F21%2F3016a87441e4b628015798d180bd%2Fyield-prediction-tool.jpg 1440w" width="1440" height="2174" src="https://assets.farmjournal.com/dims4/default/f2460d2/2147483647/strip/true/crop/424x640+0+0/resize/1440x2174!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F22%2F21%2F3016a87441e4b628015798d180bd%2Fyield-prediction-tool.jpg" loading="lazy"
    &gt;


&lt;/picture&gt;

    

    
        &lt;div class="Figure-content"&gt;&lt;div class="Figure-credit"&gt;(Growmark)&lt;/div&gt;&lt;/div&gt;
    
&lt;/figure&gt;

                        
                    
                
            
        &lt;/div&gt;
    &lt;/div&gt;
    
        The latest agronomic insights being delivered are in-season yield estimates, which are in partnership using Intelinair technology. The company says in late July/early August the application has achieved results with yields of at least 95% accuracy. This past year, FS agronomy teams had 4.9 million acres of farmland monitored through remote sensing (airplanes, drones, and satellites), to generate corn yield estimate data.&lt;br&gt;&lt;br&gt;Bachman shares how the FS team is bringing this tech to farmers in the latest episode of 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://omny.fm/shows/the-scoop" target="_blank" rel="noopener"&gt;The Scoop Podcast.&lt;/a&gt;&lt;/span&gt;
    
&lt;/div&gt;</description>
      <pubDate>Thu, 16 Oct 2025 22:25:14 GMT</pubDate>
      <guid>https://www.agweb.com/news/business/technology/app-delivers-yield-predictions-remote-sensing-and-artificial-intelligence</guid>
      <media:content medium="img" lang="en-US" url="https://assets.farmjournal.com/dims4/default/07d926e/2147483647/strip/true/crop/1200x860+0+0/resize/1440x1032!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2Fef%2Ff1%2Fe63bb9e9470d9848d31382afd73b%2Fthe-scoop-podcast.jpg" />
    </item>
    <item>
      <title>A New Eye In The Sky: High Frequency, Multispectral Satellite Constellation Approaches 2026 Debut</title>
      <link>https://www.agweb.com/news/business/technology/new-eye-sky-high-frequency-multispectral-satellite-constellation-approac</link>
      <description>&lt;div class="RichTextArticleBody RichTextBody"&gt;
    
        The 2025 crop season has been a solid proving ground for the value and utility of satellite and aerial imagery in farming.&lt;br&gt;&lt;br&gt;That’s because corn and soybean fields this summer appeared incredibly healthy and high-yielding from the drive-by scouting pass in the pick-up truck, but then 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/croptour" target="_blank" rel="noopener"&gt;crop scouts marched into those same fields&lt;/a&gt;&lt;/span&gt;
    
        , uncovering 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/crops/crop-production/indiana-and-nebraska-crop-tour-numbers-reveal-variable-crops-due-weath" target="_blank" rel="noopener"&gt;widespread yield variability&lt;/a&gt;&lt;/span&gt;
    
         and a 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/crops/crop-production/crops-vs-foliar-diseases-high-stakes-race-underway-midwest-fields" target="_blank" rel="noopener"&gt;high level of foliar disease pressure&lt;/a&gt;&lt;/span&gt;
    
        .&lt;br&gt;&lt;br&gt;EarthDaily (formerly Geosys) says it will soon leverage a new satellite constellation to beat USDA yield forecasts by capturing daily calibrated images of crops and feeding those images through artificial intelligence (AI) tools.&lt;br&gt;&lt;br&gt;
    
        &lt;h3&gt;&lt;b&gt;The news&lt;/b&gt;&lt;/h3&gt;
    
        &lt;div class="Enhancement" data-align-center&gt;
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            &lt;source type="image/webp"  width="1440" height="765" srcset="https://assets.farmjournal.com/dims4/default/4464bdc/2147483647/strip/true/crop/1280x680+0+0/resize/568x302!/format/webp/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F3c%2F47%2F58c06c4a44a6bf70860ceb688e56%2Fus-corn-field.jpg 568w,https://assets.farmjournal.com/dims4/default/52b5db4/2147483647/strip/true/crop/1280x680+0+0/resize/768x408!/format/webp/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F3c%2F47%2F58c06c4a44a6bf70860ceb688e56%2Fus-corn-field.jpg 768w,https://assets.farmjournal.com/dims4/default/66bbc1b/2147483647/strip/true/crop/1280x680+0+0/resize/1024x544!/format/webp/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F3c%2F47%2F58c06c4a44a6bf70860ceb688e56%2Fus-corn-field.jpg 1024w,https://assets.farmjournal.com/dims4/default/4b05e17/2147483647/strip/true/crop/1280x680+0+0/resize/1440x765!/format/webp/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F3c%2F47%2F58c06c4a44a6bf70860ceb688e56%2Fus-corn-field.jpg 1440w"/&gt;

    

    
        &lt;source width="1440" height="765" srcset="https://assets.farmjournal.com/dims4/default/d663969/2147483647/strip/true/crop/1280x680+0+0/resize/1440x765!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F3c%2F47%2F58c06c4a44a6bf70860ceb688e56%2Fus-corn-field.jpg"/&gt;

    


    
    
    &lt;img class="Image" alt="US Corn Field.jpg" srcset="https://assets.farmjournal.com/dims4/default/df2c276/2147483647/strip/true/crop/1280x680+0+0/resize/568x302!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F3c%2F47%2F58c06c4a44a6bf70860ceb688e56%2Fus-corn-field.jpg 568w,https://assets.farmjournal.com/dims4/default/207d317/2147483647/strip/true/crop/1280x680+0+0/resize/768x408!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F3c%2F47%2F58c06c4a44a6bf70860ceb688e56%2Fus-corn-field.jpg 768w,https://assets.farmjournal.com/dims4/default/4f66db8/2147483647/strip/true/crop/1280x680+0+0/resize/1024x544!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F3c%2F47%2F58c06c4a44a6bf70860ceb688e56%2Fus-corn-field.jpg 1024w,https://assets.farmjournal.com/dims4/default/d663969/2147483647/strip/true/crop/1280x680+0+0/resize/1440x765!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F3c%2F47%2F58c06c4a44a6bf70860ceb688e56%2Fus-corn-field.jpg 1440w" width="1440" height="765" src="https://assets.farmjournal.com/dims4/default/d663969/2147483647/strip/true/crop/1280x680+0+0/resize/1440x765!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F3c%2F47%2F58c06c4a44a6bf70860ceb688e56%2Fus-corn-field.jpg" loading="lazy"
    &gt;


&lt;/picture&gt;

    

    
        &lt;div class="Figure-content"&gt;&lt;figcaption class="Figure-caption"&gt;Satellite imagery of a corn field in the U.S. with corresponding NDVI (plant health) and precipitation data all the way back to 2017. &lt;/figcaption&gt;&lt;div class="Figure-credit"&gt;(EarthDaily)&lt;/div&gt;&lt;/div&gt;
    
&lt;/figure&gt;

                        
                    
                
            
        &lt;/div&gt;
    &lt;/div&gt;
    
        EarthDaily says it intends to provide daily, high-quality aerial data that agronomists, grain traders and commodity brokers can use to get snapshots-in-time for farm fields, without ever having to launch a camera drone or upload thousands of images to stitch together an orthomosaic. Farmers also stand to benefit because the data will be available within many popular farm management information software systems.&lt;br&gt;&lt;br&gt;The company is in the process of launching a new 10-satellite constellation that will be fully operational by the 2026 cropping season. This constellation is different from other ag-monitoring satellites orbiting the earth in that it will feature a yellow-band index among its impressive 22 spectral bands.&lt;br&gt;&lt;br&gt;
    
        &lt;h3&gt;&lt;b&gt;How is it different from other ag satellites?&lt;/b&gt;&lt;/h3&gt;
    
        &lt;div class="Enhancement" data-align-center&gt;
        &lt;div class="Enhancement-item"&gt;
            
            
                
                    
                        
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        &lt;source width="1440" height="759" srcset="https://assets.farmjournal.com/dims4/default/1ba8252/2147483647/strip/true/crop/4262x2247+0+0/resize/1440x759!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F9e%2F37%2F8740753e443db4d7a1d4e3909dc1%2Fchina-corn-2025.png"/&gt;

    


    
    
    &lt;img class="Image" alt="China Corn 2025.png" srcset="https://assets.farmjournal.com/dims4/default/ffc34a2/2147483647/strip/true/crop/4262x2247+0+0/resize/568x299!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F9e%2F37%2F8740753e443db4d7a1d4e3909dc1%2Fchina-corn-2025.png 568w,https://assets.farmjournal.com/dims4/default/57ab006/2147483647/strip/true/crop/4262x2247+0+0/resize/768x405!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F9e%2F37%2F8740753e443db4d7a1d4e3909dc1%2Fchina-corn-2025.png 768w,https://assets.farmjournal.com/dims4/default/12cf443/2147483647/strip/true/crop/4262x2247+0+0/resize/1024x540!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F9e%2F37%2F8740753e443db4d7a1d4e3909dc1%2Fchina-corn-2025.png 1024w,https://assets.farmjournal.com/dims4/default/1ba8252/2147483647/strip/true/crop/4262x2247+0+0/resize/1440x759!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F9e%2F37%2F8740753e443db4d7a1d4e3909dc1%2Fchina-corn-2025.png 1440w" width="1440" height="759" src="https://assets.farmjournal.com/dims4/default/1ba8252/2147483647/strip/true/crop/4262x2247+0+0/resize/1440x759!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F9e%2F37%2F8740753e443db4d7a1d4e3909dc1%2Fchina-corn-2025.png" loading="lazy"
    &gt;


&lt;/picture&gt;

    

    
        &lt;div class="Figure-content"&gt;&lt;figcaption class="Figure-caption"&gt;EarthDaily satellite data showing the crop progress of China’s corn production regions for the last five growing seasons. The 2025 trend line (black) shows higher than historical average crop health. &lt;/figcaption&gt;&lt;div class="Figure-credit"&gt;(EarthDaily)&lt;/div&gt;&lt;/div&gt;
    
&lt;/figure&gt;

                        
                    
                
            
        &lt;/div&gt;
    &lt;/div&gt;
    
        “Most [ag] satellites do not have an imager to collect the yellow band,” says Nick Ohrtman, key accounts success lead, EarthDaily. “We have a yellow band imager on ours that we’re pretty excited about moving forward, because obviously yellowing is a key indicator of a lot of plant stresses.”&lt;br&gt;&lt;br&gt;Ohrtman adds the company has yet to get out and ground-truth the yellow-band imagery in the field, but the potential to catch more yield-robbing agronomic issues on the front-end and alert retail agronomists before crops really take a hit is intriguing.&lt;br&gt;&lt;br&gt;Intriguing, yes. But Ohrtman, a former Iowa farm kid himself who still helps with the family farm when he’s not working in Minneapolis, says it still serves as just a complement to the traditional scouting pass. Nothing will ever replace farmer and/or agronomist boots-on-the-ground, he adds.&lt;br&gt;&lt;br&gt;“You can’t be in every field every day, walking crops,” Ohrtman says. “But if you are in the field, you’re probably going to know better than I am from a satellite.”&lt;br&gt;
    
        &lt;div class="HtmlModule"&gt;
    
    &lt;a class="AnchorLink" id="html-embed-module-e90000" name="html-embed-module-e90000"&gt;&lt;/a&gt;


    &lt;div class="responsive-container"&gt;&lt;div style="max-width:560px; width:100%; aspect-ratio:16/9; position:relative;"&gt;&lt;iframe width="560" height="315" src="https://www.youtube.com/embed/e22-0W1k2aA?si=IZorCPPkV3XAsW1D" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen&gt;&lt;/iframe&gt;&lt;/div&gt; &lt;/div&gt;
&lt;/div&gt;


    
        &lt;h3&gt;&lt;b&gt;Main takeaways, per EarthDaily:&lt;/b&gt;&lt;/h3&gt;
    
        &lt;ul class="rte2-style-ul"&gt;&lt;li&gt;The EarthDaily Constellation is purpose-built for broad area change detection, with 16 imagers on each bus capturing 22 spectral bands at the same time each day.&lt;/li&gt;&lt;li&gt;The system will be able to deliver AI-ready data that brings speed and accuracy of insights to today’s EO analytics market.&lt;/li&gt;&lt;li&gt;The full constellation will be operational in 2026, though the robustness of the data will not fully align with the crop season until then.&lt;/li&gt;&lt;li&gt;Among its 22 spectral bands, the yellow band, unique to EarthDaily, is valuable for detecting early signs of crop stress.&lt;/li&gt;&lt;li&gt;EarthDaily’s offering begins with data capture, which is then transformed into downstream analytics purpose-built for agriculture.&lt;/li&gt;&lt;li&gt;For farmers, the technology pinpoints when and where attention is needed in the field, predicting crop health and providing actionable insight without constant boots-on-the-ground monitoring.&lt;/li&gt;&lt;/ul&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/markets/market-analysis/could-usda-raise-corn-yields-report-china-buying-u-s-soybeans" target="_blank" rel="noopener"&gt;&lt;b&gt;Your next read:&lt;/b&gt; Could USDA Raise Corn Yields in the Report? Is China Buying U.S. Soybeans?&lt;/a&gt;&lt;/span&gt;
    
&lt;/div&gt;</description>
      <pubDate>Thu, 11 Sep 2025 19:40:17 GMT</pubDate>
      <guid>https://www.agweb.com/news/business/technology/new-eye-sky-high-frequency-multispectral-satellite-constellation-approac</guid>
      <media:content medium="img" lang="en-US" url="https://assets.farmjournal.com/dims4/default/444d01b/2147483647/strip/true/crop/640x480+0+0/resize/1440x1080!/quality/90/?url=https%3A%2F%2Ffj-corp-pub.s3.us-east-2.amazonaws.com%2Fs3fs-public%2FThe_Potential_of_Artificial_Intelligence.jpg" />
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    <item>
      <title>Kelly Hills Pushes the AgTech R&amp;D Envelope with Driverless Tractor Pilot, Fungicide Spray Timing Tool</title>
      <link>https://www.agweb.com/news/business/technology/kelly-hills-pushes-agtech-rd-envelope-driverless-tractor-pilot-fungicide</link>
      <description>&lt;div class="RichTextArticleBody RichTextBody"&gt;
    
        Emerging from its 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://kellyhills.us/2025-field-day/" target="_blank" rel="noopener"&gt;annual summer field day&lt;/a&gt;&lt;/span&gt;
    
        , 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/business/technology/first-look-kelly-hills-unmanned-unveils-massive-made-usa-spray-drone" target="_blank" rel="noopener"&gt;Kelly Hills Unmanned&lt;/a&gt;&lt;/span&gt;
    
         announces the launch of two interesting endeavors that will surely move the needle forward on smart farming technology R&amp;amp;D:&lt;br&gt;&lt;ol class="rte2-style-ol" start="1"&gt;&lt;li&gt;The outfit is co-launching what it is calling the Rural Autonomous Mobility Program (RAMP), a pioneering public-private initiative to bring 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/business/technology/autonomy-farming-what-manufacturers-and-tech-companies-are-working" target="_blank" rel="noopener"&gt;autonomous farm equipment&lt;/a&gt;&lt;/span&gt;
    
         onto public roads for the first time in the U.S.&lt;/li&gt;&lt;li&gt;Kelly Hills is also launching SpraySense, an AI-powered, autonomous application intelligence product developed through 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/business/technology/meet-forge-kelly-hills-unmanned-puts-new-spin-ag-tech-field-testing" target="_blank" rel="noopener"&gt;the company’s accelerator program, The Forge.&lt;/a&gt;&lt;/span&gt;
    
        &lt;/li&gt;&lt;/ol&gt;
    
        &lt;h3&gt;&lt;b&gt;We’ll start with RAMP&lt;/b&gt;&lt;/h3&gt;
    
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    &lt;img class="Image" alt="Sabanto, founded in 2018, is working to allow farmers and ag retailers to convert any make and model into an autonomous tractor through an equipment retrofit kit." srcset="https://assets.farmjournal.com/dims4/default/2eac456/2147483647/strip/true/crop/737x480+0+0/resize/568x370!/quality/90/?url=https%3A%2F%2Ffj-corp-pub.s3.us-east-2.amazonaws.com%2Fs3fs-public%2F2021-11%2FSabantoAg_web.jpg 568w,https://assets.farmjournal.com/dims4/default/0e8ab55/2147483647/strip/true/crop/737x480+0+0/resize/768x500!/quality/90/?url=https%3A%2F%2Ffj-corp-pub.s3.us-east-2.amazonaws.com%2Fs3fs-public%2F2021-11%2FSabantoAg_web.jpg 768w,https://assets.farmjournal.com/dims4/default/1329366/2147483647/strip/true/crop/737x480+0+0/resize/1024x667!/quality/90/?url=https%3A%2F%2Ffj-corp-pub.s3.us-east-2.amazonaws.com%2Fs3fs-public%2F2021-11%2FSabantoAg_web.jpg 1024w,https://assets.farmjournal.com/dims4/default/6d7737d/2147483647/strip/true/crop/737x480+0+0/resize/1440x938!/quality/90/?url=https%3A%2F%2Ffj-corp-pub.s3.us-east-2.amazonaws.com%2Fs3fs-public%2F2021-11%2FSabantoAg_web.jpg 1440w" width="1440" height="938" src="https://assets.farmjournal.com/dims4/default/6d7737d/2147483647/strip/true/crop/737x480+0+0/resize/1440x938!/quality/90/?url=https%3A%2F%2Ffj-corp-pub.s3.us-east-2.amazonaws.com%2Fs3fs-public%2F2021-11%2FSabantoAg_web.jpg" loading="lazy"
    &gt;


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        &lt;div class="Figure-content"&gt;&lt;figcaption class="Figure-caption"&gt;Sabanto, founded in 2018, is working to allow farmers and ag retailers to convert any make and model into an autonomous tractor through an equipment retrofit kit.&lt;/figcaption&gt;&lt;div class="Figure-credit"&gt;(Sabanto)&lt;/div&gt;&lt;/div&gt;
    
&lt;/figure&gt;

                        
                    
                
            
        &lt;/div&gt;
    &lt;/div&gt;
    
        RAMP, or the Rural Autonomous Mobility Program, was born from the vision of Kelly Hills CEO Lukas Koch and was made possible by the Kansas Department of Transportation’s (KDOT) Innovative Technology Program. &lt;br&gt;&lt;br&gt;RAMP’s mission is to enable autonomous tractors and farm machinery to safely and legally operate on rural public roads, solving logistical bottlenecks and revitalizing rural economies.&lt;br&gt;&lt;br&gt;Initial RAMP collaborators include:&lt;br&gt;&lt;ul class="rte2-style-ul"&gt;&lt;li&gt;Kelly Hills Unmanned Systems (Program Manager)&lt;/li&gt;&lt;li&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/machinery/ghost-behind-wheel-0" target="_blank" rel="noopener"&gt;Sabanto (Autonomous Tractor Manufacturer)&lt;/a&gt;&lt;/span&gt;
    
        &lt;/li&gt;&lt;li&gt;Nemaha County in Kansas (Local Partner)&lt;/li&gt;&lt;li&gt;KDOT&lt;/li&gt;&lt;li&gt;Kansas Department of Agriculture (KDA)&lt;/li&gt;&lt;li&gt;Kansas State University (K-State)&lt;/li&gt;&lt;/ul&gt;According to a press release, the partners aim to develop policy, infrastructure and safety protocols to allow fully autonomous tractors to move between fields and operational bases without human drivers. &lt;br&gt;&lt;br&gt;RAMP will operate within a pilot phase in Kansas through 2026, collecting data on autonomous road operations, engaging with local communities and working with regulators to build a scalable model for other states and agricultural regions.&lt;br&gt;&lt;br&gt;
    
        &lt;h3&gt;&lt;b&gt;Let’s learn about SpraySense&lt;/b&gt;&lt;/h3&gt;
    
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    &lt;img class="Image" alt="Heinen Brothers Kelly Hills Unmanned" srcset="https://assets.farmjournal.com/dims4/default/28a9937/2147483647/strip/true/crop/1280x853+0+0/resize/568x379!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F62%2F13%2Fa67143b64dd99005ffb07af10ae4%2Fimg-3435.jpeg 568w,https://assets.farmjournal.com/dims4/default/680473c/2147483647/strip/true/crop/1280x853+0+0/resize/768x512!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F62%2F13%2Fa67143b64dd99005ffb07af10ae4%2Fimg-3435.jpeg 768w,https://assets.farmjournal.com/dims4/default/ef97d03/2147483647/strip/true/crop/1280x853+0+0/resize/1024x683!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F62%2F13%2Fa67143b64dd99005ffb07af10ae4%2Fimg-3435.jpeg 1024w,https://assets.farmjournal.com/dims4/default/cc1e09e/2147483647/strip/true/crop/1280x853+0+0/resize/1440x960!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F62%2F13%2Fa67143b64dd99005ffb07af10ae4%2Fimg-3435.jpeg 1440w" width="1440" height="960" src="https://assets.farmjournal.com/dims4/default/cc1e09e/2147483647/strip/true/crop/1280x853+0+0/resize/1440x960!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F62%2F13%2Fa67143b64dd99005ffb07af10ae4%2Fimg-3435.jpeg" loading="lazy"
    &gt;


&lt;/picture&gt;

    

    
        &lt;div class="Figure-content"&gt;&lt;div class="Figure-credit"&gt;(Heinen Brothers)&lt;/div&gt;&lt;/div&gt;
    
&lt;/figure&gt;

                        
                    
                
            
        &lt;/div&gt;
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        The inaugural 2025 cohort of The Forge, which we wrote about back in June, brought together ag tech and drone technology companies like Yamaha Precision Agriculture, Pyka, Precision AI, Scanit Technologies, Heinen Brothers Agra Services, and Taranis to co-develop solutions that address one of farming’s most persistent questions: When is the right time to apply fungicide?&lt;br&gt;&lt;br&gt;According to Koch, the group was originally focused on optimizing fungicide application for corn and soybean growers, but the collaborative efforts exceeded expectations, resulting in the creation of SpraySense. &lt;br&gt;&lt;br&gt;The platform, an end-to-end AI-driven recommendation and application system, brings together aerial imagery, weather and environmental conditions, disease risk models and traditional agronomy data sets to deliver real-time recommendations on whether, when, where and how to spray.&lt;br&gt;&lt;br&gt;While its debut application targets fungicide optimization, SpraySense is designed as a modular, flexible platform. Kelly Hills plans to adapt the technology to other crop inputs including fertilizer, biologicals, herbicides and insecticides.&lt;br&gt;&lt;br&gt;There’s a lot of cool, innovative stuff happening in those gently rolling, emerald green north Kansas hills. 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://kellyhills.us/" target="_blank" rel="noopener"&gt;Check out KellyHills.us to learn more.&lt;/a&gt;&lt;/span&gt;
    
         &lt;br&gt;&lt;br&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/crops/crop-production/revenge-applications-why-they-dont-work-cost-you-money-and-bushels-and" target="_blank" rel="noopener"&gt;&lt;b&gt;Your next read:&lt;/b&gt; Revenge Applications - Why They Don’t Work, Cost You Money and Bushels, and Are Frankly Illegal&lt;/a&gt;&lt;/span&gt;
    
&lt;/div&gt;</description>
      <pubDate>Fri, 22 Aug 2025 19:05:56 GMT</pubDate>
      <guid>https://www.agweb.com/news/business/technology/kelly-hills-pushes-agtech-rd-envelope-driverless-tractor-pilot-fungicide</guid>
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    <item>
      <title>Farm Drone News: AgEagle Multispectral Sensor, GPS Satellite Launched and Rantizo Spins Off Software</title>
      <link>https://www.agweb.com/news/business/technology/farm-drone-news-ageagle-multispectral-sensor-gps-satellite-launched-and-</link>
      <description>&lt;div class="RichTextArticleBody RichTextBody"&gt;
    
        &lt;h3&gt;&lt;b&gt;AgEagle Aerial Systems Unveils New RedEdge-P Green Camera&lt;/b&gt;&lt;/h3&gt;
    
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    &gt;


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        &lt;div class="Figure-content"&gt;&lt;div class="Figure-credit"&gt;(AgEagle Aerial Systems)&lt;/div&gt;&lt;/div&gt;
    
&lt;/figure&gt;

                
            
        &lt;/div&gt;
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        AgEagle Aerial Systems announces the launch of its new RedEdge-P Green, a multispectral camera designed to enable precision agriculture from planting to harvest.&lt;br&gt;&lt;br&gt;AgEagle says farmers that use the new sensor payload can achieve higher yields through quicker interventions both early on and late in the crop cycle. Operators can reduce fertilizer and irrigation inputs and engage in smart harvesting techniques using optimized indices and targeted indices like the Plant Senescence Reflectance Index (PSRI).&lt;br&gt;&lt;br&gt;Available as a standalone camera or in paired configurations with the original RedEdge-P and the RedEdge-P Blue, users can leverage up to 15 noise-resistant, data-rich spectral bands essential for large-area precision agriculture.&lt;br&gt;&lt;br&gt;The RedEdge-P Green camera is NDAA-compliant and integrates with multiple drone platforms. Each camera kit includes a Calibrated Reflectance Panel (CRP) and a Downwelling Light Sensor (DLS2) for radiometric calibration.&lt;br&gt;&lt;br&gt;Production of the RedEdge-P Green camera is underway, and the first units are expected to ship this week. 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.AgEagle.com" target="_blank" rel="noopener"&gt;For more information about the RedEdge-P Green visit ageagle.com.&lt;/a&gt;&lt;/span&gt;
    
        &lt;br&gt;&lt;br&gt;
    
        &lt;h3&gt;&lt;b&gt;Dutch Startup Launches Largest GPS Network for Drones, Tractors&lt;/b&gt;&lt;/h3&gt;
    
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    &gt;


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        &lt;div class="Figure-content"&gt;&lt;div class="Figure-credit"&gt;(Lindsey Pound, iStock)&lt;/div&gt;&lt;/div&gt;
    
&lt;/figure&gt;

                        
                    
                
            
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        FreshMiners, a Netherlands-based IOT firm, launched a GPS service that enables accurate positioning for agriculture, construction and drone navigation, 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agrimarketing.com/s/154551" target="_blank" rel="noopener"&gt;according to AgriMarketing.com.&lt;/a&gt;&lt;/span&gt;
    
        &lt;br&gt;&lt;br&gt;AgriMarketing.com writes that the Dutch company is launching a service for extra-accurate GPS. It is intended for drone pilots, farmers and others. With this new technology, users can correct their GPS positions down to the centimeter. Real-time correction signals are sent to the user’s GPS receiver via a global network of base stations. This correction is essential for applications in agriculture, land surveying and drone navigation, among other things.&lt;br&gt;&lt;br&gt;A subscription gives users access to the GEODNET network, which, with more than 19,000 base stations in over 140 countries, is now reportedly the largest RTK network in the world.&lt;br&gt;&lt;br&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agrimarketing.com/s/154551" target="_blank" rel="noopener"&gt;Read more at AgriMarketing.com.&lt;/a&gt;&lt;/span&gt;
    
        &lt;br&gt;&lt;br&gt;
    
        &lt;h3&gt;&lt;b&gt;Missouri Doctoral Student Says Drones Are Fine Tool for Crop Scouting&lt;/b&gt;&lt;/h3&gt;
    
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    &gt;


&lt;/picture&gt;

    

    
        &lt;div class="Figure-content"&gt;&lt;div class="Figure-credit"&gt;(Photo by Abbie Lankitus)&lt;/div&gt;&lt;/div&gt;
    
&lt;/figure&gt;

                        
                    
                
            
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        Researchers at the University of Missouri have discovered a mix of drones and AI can help farmers measure the health of their corn more efficiently.&lt;br&gt;&lt;br&gt;Instead of relying on handheld devices, which are slow and impractical for larger fields, the researchers surveyed corn fields in mid-Missouri using drones equipped with special cameras to capture images and data.&lt;br&gt;&lt;br&gt;After combining the drone images with soil data, the Mizzou researchers used a type of AI known as machine learning to quickly predict the chlorophyll content in the corn leaves of the entire field with great accuracy.&lt;br&gt;&lt;br&gt;The study was led by Fengkai Tian (pictured above), a Mizzou doctoral student who works in the lab of Jianfeng Zhou, an associate professor in the College of Agriculture, Food and Natural Resources.&lt;br&gt;&lt;br&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://showme.missouri.edu/2025/drones-can-more-efficiently-measure-the-health-of-corn-plants-study-finds/" target="_blank" rel="noopener"&gt;Read more from the University of Missouri here.&lt;/a&gt;&lt;/span&gt;
    
        &lt;br&gt;&lt;br&gt;
    
        &lt;h3&gt;&lt;b&gt;Rantizo Spin-Off American Autonomy Inc. Says It Can Close the Spray Drone Data Loop&lt;/b&gt;&lt;/h3&gt;
    
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    &lt;img class="Image" alt="Rantizo John Deere Operations Center API " srcset="https://assets.farmjournal.com/dims4/default/4e40176/2147483647/strip/true/crop/1280x720+0+0/resize/568x320!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2Fce%2Fb7%2Fc6792e6849aaa56a89f74c4710ee%2Frantizo-acreconnect-john-deere-api.JPG 568w,https://assets.farmjournal.com/dims4/default/b185bd6/2147483647/strip/true/crop/1280x720+0+0/resize/768x432!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2Fce%2Fb7%2Fc6792e6849aaa56a89f74c4710ee%2Frantizo-acreconnect-john-deere-api.JPG 768w,https://assets.farmjournal.com/dims4/default/2702730/2147483647/strip/true/crop/1280x720+0+0/resize/1024x576!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2Fce%2Fb7%2Fc6792e6849aaa56a89f74c4710ee%2Frantizo-acreconnect-john-deere-api.JPG 1024w,https://assets.farmjournal.com/dims4/default/4706e6a/2147483647/strip/true/crop/1280x720+0+0/resize/1440x810!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2Fce%2Fb7%2Fc6792e6849aaa56a89f74c4710ee%2Frantizo-acreconnect-john-deere-api.JPG 1440w" width="1440" height="810" src="https://assets.farmjournal.com/dims4/default/4706e6a/2147483647/strip/true/crop/1280x720+0+0/resize/1440x810!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2Fce%2Fb7%2Fc6792e6849aaa56a89f74c4710ee%2Frantizo-acreconnect-john-deere-api.JPG" loading="lazy"
    &gt;


&lt;/picture&gt;

    

    
        &lt;div class="Figure-content"&gt;&lt;figcaption class="Figure-caption"&gt;Rantizo is now connected with the John Deere Operations Center through John Deere API services.&lt;/figcaption&gt;&lt;div class="Figure-credit"&gt;(Rantizo)&lt;/div&gt;&lt;/div&gt;
    
&lt;/figure&gt;

                        
                    
                
            
        &lt;/div&gt;
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        Ground rig as-applied data has been around for decades, and it comes in handy when you’re tabulating your end of year scorecard to find out which treatments boosted yields and where a spray might have fallen short.&lt;br&gt;&lt;br&gt;Yet even though spray drones treated over 10 million crop acres in 2024 alone, there’s still a gap that exists in capturing that data and integrating it into your farm management software.&lt;br&gt;&lt;br&gt;Former Rantizo CEO Mariah Scott, who is now the CEO of a spinoff operation dubbed American Autonomy Inc., says her new outfit’s AcreConnect platform can help close that gap with API connections into John Deere’s Operations Center and more major FMIS platforms.&lt;br&gt;&lt;br&gt;“We talk to farmers about getting that complete view of your field management, by closing the loop so you understand what’s effective or what’s not,” Scott says. “Most of the farmers we talk to use spray drones and a ground sprayer, and that (as-applied) data from the sprayer goes right into their FMIS account, but with the spray drone it doesn’t always work like that.”&lt;br&gt;&lt;br&gt;The deal to divest the spray drone operations side of the business was quietly announced on Aug. 1. The Rantizo name, the startup is a pioneering spray drone service provider, still lives on, but now there’s a clean break between the spraying operations and the software on the back end that enables it.&lt;br&gt;&lt;br&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.prnewswire.com/news-releases/rantizo-spray-operations-acquired-by-strategic-investment-group-business-rebrands-as-american-autonomy-inc-302519769.html" target="_blank" rel="noopener"&gt;Learn more about the Rantizo-American Autonomy Spinoff over at PRNewswire.&lt;/a&gt;&lt;/span&gt;
    
        &lt;br&gt;&lt;br&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/crops/corn/southern-rust-has-infected-iowa-corn-likely-every-county" target="_blank" rel="noopener"&gt;&lt;b&gt;Your Next Read:&lt;/b&gt; Southern Rust Has Infected Iowa Corn in ‘Likely Every County’&lt;/a&gt;&lt;/span&gt;
    
&lt;/div&gt;</description>
      <pubDate>Tue, 12 Aug 2025 18:08:05 GMT</pubDate>
      <guid>https://www.agweb.com/news/business/technology/farm-drone-news-ageagle-multispectral-sensor-gps-satellite-launched-and-</guid>
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    </item>
    <item>
      <title>Artificial Intelligence Joins The Fight Against Weeds, Insects And Disease</title>
      <link>https://www.agweb.com/news/crops/crop-production/artificial-intelligence-joins-fight-against-weeds-insects-and-disease</link>
      <description>&lt;div class="RichTextArticleBody RichTextBody"&gt;
    
        The crop protection industry needs a reboot, according to Tony Klemm.&lt;br&gt;&lt;br&gt;As CEO of Enko, a crop-protection startup, he says the company is taking a different approach to solving one of agriculture’s biggest problems – developing safe, effective and sustainable crop protection products that can be brought to the marketplace faster and more economically.&lt;br&gt;&lt;br&gt;Traditional discovery pipelines for herbicides, fungicides, insecticides are not keeping pace with real challenges farmers face, such as resistance issues, he told Chip Flory, host of AgriTalk on Thursday.&lt;br&gt;&lt;br&gt;A 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="chrome-extension://efaidnbmnnnibpcajpcglclefindmkaj/https://croplife.org/wp-content/uploads/2024/02/Time-and-Cost-To-Market-CP-2024.pdf" target="_blank" rel="noopener"&gt;2024 study&lt;/a&gt;&lt;/span&gt;
    
         funded by Crop Life International reports the costs associated with bringing a new active ingredient to major U.S. and European markets now top $300 million. In addition, the survey says the average lead time between the first synthesis of a new crop protection molecule and its subsequent commercial introduction is now over 12 years. &lt;br&gt;&lt;br&gt;Part of the long development time required is related to regulatory hurdles. “There’s just increasing demand for meeting environmental safety needs, rightfully so,” Klemm says.&lt;br&gt;&lt;br&gt;&lt;b&gt;A Paradigm Shift&lt;/b&gt;&lt;br&gt;Enko, based in Mystic, Conn.,&lt;b&gt; &lt;/b&gt;is using artificial intelligence (AI) and a machine learning discovery platform to guide the company’s research and development efforts. Klemm describes the strategy as a paradigm shift from the current industry practices for how small molecule crop protection discovery has been done.&lt;br&gt;&lt;br&gt;“We use DNA-encoded libraries, and these libraries allow our scientists to explore this massive, diverse chemical space in a very targeted, automated and expansive way,” he says.&lt;br&gt;&lt;br&gt;The technology allows Enko scientists to look at billions of molecules and screen them for safety and efficacy and, in the process, develop them faster and more economically.&lt;br&gt;&lt;br&gt;“We still have to take the regulatory journey that, right now, no one’s figured out a way to expedite,” he notes. “But getting to that regulatory queue faster and better on the front side is really what’s bringing us that cost savings, that efficacy and is going to allow for more products to be put into the regulatory queue in a faster manner.”&lt;br&gt;&lt;br&gt;&lt;b&gt;Progress To Date&lt;/b&gt;&lt;br&gt;So far,&lt;b&gt; &lt;/b&gt;Klemm says Enko has delivered about 50 active programs that cover all facets of weeds, insects and disease. Many use novel or new modes of action that Klemm believes will help farmers fight resistance issues, such as herbicide resistance in Palmer amaranth and pigweed.&lt;br&gt;&lt;br&gt;“We’re really working on how we can bring new modes of action to farmers, give them fresh tools to win that fight. And our chemistries work using fewer active ingredients, from perspective of the load on the acre, so we’re designing safer chemistry for the future,” he says.&lt;br&gt;&lt;br&gt;Specifically, Klemm says Enko recently announced a new grass herbicide is in the pipeline for the European cereals market for control of black grass. The company also has conducted field trials for corn and soybean products in the U.S. that he anticipates are five to 10 years away from market launch, depending on how long they take to move through regulatory channels.&lt;br&gt;&lt;br&gt;Your next read: 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/bayer-affirms-support-glyphosate-optimistic-future-over-top-dicamba-labels" target="_blank" rel="noopener"&gt;Bayer Affirms Support of Glyphosate, Optimistic for a Future with Over the Top Dicamba Labels&lt;/a&gt;&lt;/span&gt;
    
&lt;/div&gt;</description>
      <pubDate>Thu, 07 Aug 2025 19:43:03 GMT</pubDate>
      <guid>https://www.agweb.com/news/crops/crop-production/artificial-intelligence-joins-fight-against-weeds-insects-and-disease</guid>
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      <title>Tech News: Bonsai Robotics Adds Farm-ng, Case IH Creates AI-Powered Parts Tool, Lindsey Launches TowerWatch</title>
      <link>https://www.agweb.com/news/business/technology/tech-news-bonsai-robotics-adds-farm-ng-case-ih-creates-ai-powered-parts-</link>
      <description>&lt;div class="RichTextArticleBody RichTextBody"&gt;
    
        &lt;h3&gt;&lt;b&gt;Bonsai Robotics Acquires Electric Robot Startup Farm-ng&lt;/b&gt;&lt;/h3&gt;
    
        &lt;br&gt;Bonsai Robotics has acquired Farm-ng, a startup offering modular electric robots for farm management.&lt;br&gt;&lt;br&gt;Bonsai says the strategic combination brings together two agtech companies with shared visions on how to deliver powerful artificial intelligence (AI) solutions that tackle the labor, cost and efficiency challenges specialty crop growers face today.&lt;br&gt;&lt;br&gt;The integration of Bonsai’s autonomous AI technology with Farm-ng’s customizable robotic platform enables AI-first machines that Bonsai says could transform crop management.&lt;br&gt;&lt;br&gt;Financial terms of the acquisition were not disclosed. Existing shareholders of both companies will retain ownership stakes in the newly combined entity, Bonsai Robotics.&lt;br&gt;&lt;br&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.thepacker.com/news/industry/bonsai-robotics-adds-farm-ng" target="_blank" rel="noopener"&gt;Learn more about the deal from The Packer’s Christina Herrick here.&lt;/a&gt;&lt;/span&gt;
    
        &lt;br&gt;&lt;br&gt;
    
        &lt;h3&gt;&lt;b&gt;Case IH Debuts AI-powered Visual Search Tool for Equipment Parts&lt;/b&gt;&lt;/h3&gt;
    
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    &lt;img class="Image" alt="People and technology Case IH " srcset="https://assets.farmjournal.com/dims4/default/0d3d958/2147483647/strip/true/crop/2000x1333+0+0/resize/568x379!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F38%2F07%2Fb212e1cb4059b6faf91ef5fb9d4c%2Fpeople-and-technology-686939.jpg 568w,https://assets.farmjournal.com/dims4/default/1a3f54b/2147483647/strip/true/crop/2000x1333+0+0/resize/768x512!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F38%2F07%2Fb212e1cb4059b6faf91ef5fb9d4c%2Fpeople-and-technology-686939.jpg 768w,https://assets.farmjournal.com/dims4/default/b761dde/2147483647/strip/true/crop/2000x1333+0+0/resize/1024x683!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F38%2F07%2Fb212e1cb4059b6faf91ef5fb9d4c%2Fpeople-and-technology-686939.jpg 1024w,https://assets.farmjournal.com/dims4/default/4754adc/2147483647/strip/true/crop/2000x1333+0+0/resize/1440x960!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F38%2F07%2Fb212e1cb4059b6faf91ef5fb9d4c%2Fpeople-and-technology-686939.jpg 1440w" width="1440" height="960" src="https://assets.farmjournal.com/dims4/default/4754adc/2147483647/strip/true/crop/2000x1333+0+0/resize/1440x960!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F38%2F07%2Fb212e1cb4059b6faf91ef5fb9d4c%2Fpeople-and-technology-686939.jpg" loading="lazy"
    &gt;


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        &lt;div class="Figure-content"&gt;&lt;div class="Figure-credit"&gt;(Case IH)&lt;/div&gt;&lt;/div&gt;
    
&lt;/figure&gt;

                        
                    
                
            
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        Case IH has announced its newest tech innovation, Visual Search Tool, a digital, AI-powered image recognition app the company says can help farmers reduce downtime. The Visual Search Tool allows operators and dealers to search for equipment parts without part numbers via a photo taken through the app.&lt;br&gt;&lt;br&gt;Operators out in the field may not always have parts numbers handy, and this new tool removes the guesswork. The app takes the photo uploaded by a customer or dealer and matches it to the part. This new innovation can take away the stress of finding a part number and helps operators get back in the field as quickly as possible.&lt;br&gt;&lt;br&gt;Case IH says this is the latest example of how it is not only using AI to streamline operations and the way it develops products but also to support its dealers and customers. In addition to the Visual Search Tool, 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://media.cnh.com/north-america/cic-latest-news/cnh-rolls-out-new-ai-tool-for-instant-customer-support/s/6adf99bf-4fd6-4a64-99e8-a301c3e73162" target="_blank" rel="noopener"&gt;CNH launched AI tech assistant this winter&lt;/a&gt;&lt;/span&gt;
    
         that helps dealer technicians better and more quickly support customers.&lt;br&gt;&lt;br&gt;For more information, contact your local Case IH dealer. &lt;br&gt;&lt;br&gt;
    
        &lt;h3&gt;Lindsay Releases TowerWatch Alignment Monitoring System&lt;/h3&gt;
    
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        &lt;div class="Figure-content"&gt;&lt;div class="Figure-credit"&gt;(Lindsay Corp.)&lt;/div&gt;&lt;/div&gt;
    
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        Lindsay Corp. is adding TowerWatch, a tower alignment monitor that can pinpoint irrigation tower faults faster, to the company’s SmartPivot Solutions tech suite.&lt;br&gt;&lt;br&gt;The sensor-based monitoring system is available on new Zimmatic pivots and also available aftermarket for most irrigation pivots in North America. Lindsay says growers using TowerWatch can potentially reduce troubleshooting time by 75% through alerts from FieldNET Premier.&lt;br&gt;&lt;br&gt;Lindsay says TowerWatch also allows growers to save on water and energy costs. When a tower fault occurs, growers using Lindsay’s SmartPivot Solutions can expect to:&lt;br&gt;&lt;ul class="rte2-style-ul"&gt;&lt;li&gt;Get an instant notification from the FieldNET app.&lt;/li&gt;&lt;li&gt;Immediately identify the location of the fault.&lt;/li&gt;&lt;li&gt;Remotely control water application to lower the risk of crop stress.&lt;/li&gt;&lt;li&gt;Arrive at the right tower quicker to inspect the issue, reducing time spent walking.&lt;/li&gt;&lt;li&gt;Make fewer trips to the field, saving time and money.&lt;/li&gt;&lt;/ul&gt;For more on Lindsay’s solutions for farmers worldwide, talk to your local Lindsay dealer or visit 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.Lindsay.com/towerwatch" target="_blank" rel="noopener"&gt;Lindsay.com/towerwatch.&lt;/a&gt;&lt;/span&gt;
    
        &lt;br&gt;&lt;br&gt;&lt;b&gt;Your Next Read:&lt;/b&gt; 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/livestock/two-worst-words-farm-kid-can-say" target="_blank" rel="noopener"&gt;The Two Worst Words a Farm Kid Can Say&lt;/a&gt;&lt;/span&gt;
    
&lt;/div&gt;</description>
      <pubDate>Thu, 31 Jul 2025 13:32:44 GMT</pubDate>
      <guid>https://www.agweb.com/news/business/technology/tech-news-bonsai-robotics-adds-farm-ng-case-ih-creates-ai-powered-parts-</guid>
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      <title>Meet The Forge: Kelly Hills Unmanned Puts New Spin on Ag Tech Field Testing</title>
      <link>https://www.agweb.com/news/business/technology/meet-forge-kelly-hills-unmanned-puts-new-spin-ag-tech-field-testing</link>
      <description>&lt;div class="RichTextArticleBody RichTextBody"&gt;
    
        Over the weekend, Kelly Hills Unmanned, a company that says it is dedicated to accelerating multimodal technologies in agriculture and autonomy, announced the launch of The Forge.&lt;br&gt;&lt;br&gt;It’s being described as a deployment-centered program designed to meld best-in-class ag technologies into new tools that farmers, ranchers and service providers can trust and use for decades to come, according to a press release from the group. &lt;br&gt;&lt;br&gt;The Forge’s inaugural cohort hopes to bring together a “powerhouse group” of innovators and operators from across the ag technology landscape into a coordinated, systems approach to help growers identify and overcome agronomic issues before they become yield robbers. &lt;br&gt;&lt;br&gt;The cohort members, or pillars, are:&lt;br&gt;&lt;ul class="rte2-style-ul"&gt;&lt;li&gt;&lt;b&gt;Precision AI:&lt;/b&gt; Developers of real-time drone-based precision spraying systems that reduce chemical inputs and deliver hyper-targeted agronomic action.&lt;/li&gt;&lt;li&gt;&lt;b&gt;Pyka:&lt;/b&gt; Builders of autonomous electric aircraft designed for aerial applications, logistics and mission-critical crop operations.&lt;/li&gt;&lt;li&gt;&lt;b&gt;ScanIt Technologies:&lt;/b&gt; Experts in using early detection of airborne pathogens to maximize yields and minimize costs.&lt;/li&gt;&lt;li&gt;&lt;b&gt;Heinen Brothers Agra Services:&lt;/b&gt; One of the nation’s largest aerial applicators and ag services companies, offering deployment scale and deep field expertise.&lt;/li&gt;&lt;li&gt;&lt;b&gt;Yamaha Precision Agriculture:&lt;/b&gt; Pioneers of robotic and aerial technology for small scale, high-efficiency farming.&lt;/li&gt;&lt;li&gt;&lt;b&gt;Drop Flight:&lt;/b&gt; Providers of droplet characterization and aircraft calibration tools to optimize spray accuracy and compliance in real-world operations.&lt;/li&gt;&lt;li&gt;&lt;b&gt;Taranis:&lt;/b&gt; Global leaders in ultra-high-resolution aerial scouting, delivering precise field-level insights to boost agronomic decision-making.&lt;/li&gt;&lt;/ul&gt;For more information, 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://kellyhills.us/the-forge/" target="_blank" rel="noopener"&gt;head to www.kellyhills.us/the-forge&lt;/a&gt;&lt;/span&gt;
    
        .&lt;br&gt;&lt;br&gt;Farm Journal reached out to Lukas Koch to pick his brain about this new, novel entrant to the ag tech ecosystem. We first met Koch last year during the Kelly Hills Unmanned summer field day near Seneca, Kan., where his group 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/business/technology/first-look-kelly-hills-unmanned-unveils-massive-made-usa-spray-drone" target="_blank" rel="noopener"&gt;unveiled the Pyka Pelican Spray drone — at the time the largest, highest-capacity ag spray drone&lt;/a&gt;&lt;/span&gt;
    
         on the market (280-liter capacity). This year Kelly Hills is integrating the Pelican 2 (300-liter capacity, up to 222 acres per hour at 60-foot swath rate) into its aerial application arsenal. &lt;br&gt;&lt;br&gt;&lt;b&gt;Farm Journal:&lt;/b&gt; Would you call this an ag tech incubator or accelerator type of program, and if not, what’s makes The Forge different?&lt;br&gt;&lt;br&gt;&lt;b&gt;Lukas Koch (LK):&lt;/b&gt; “(The Forge) is neither of those, because we’re not taking a cash influx to create an R&amp;amp;D program. What we’re doing is creating new tools with existing technology — if they’re part of plug and play that’s fine, but we don’t care about that. We want to know if the tech has merit and does it fit on the acre, but maybe something with it is not fully there just yet? So, what are we supposed to do with it then? You have a technology and, for example, it can take high-res pictures and identify areas of your fields that need attention, but today the most likely options are using a ground rig or hiring an airplane to manage that in a meaningful way. For that example, we think there’s an opportunity to do that with a small spray drone, but then again the logistics are tough; you have to come back and land and swap out a battery or refill the tank so often. We’re going to take a bunch of existing technologies that already exist, ask them to change nothing and put them to the test — and we’ll push the bounds of what they can do, to make these all work together in a system.”&lt;br&gt;&lt;br&gt;&lt;b&gt;FJ:&lt;/b&gt; How will this all kind of come together and take shape this summer as the program rolls out?&lt;br&gt;&lt;br&gt;&lt;b&gt;LK:&lt;/b&gt; “We have a few drone companies (in the cohort), and there’s a droplet analysis program involved — I thought that was an important piece in analyzing the spray coverage we get. Right now, we have the in-field sensors out in the field to help us ground truth the data we get from overhead. And then the remote sensing piece gives us situational awareness; it tells us where we should be focusing our efforts. And overall, I think, OK, that’s great, but now you still have to make a treatment with either a ground rig or hire an airplane. &lt;br&gt;
    
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    &lt;img class="Image" alt="kelly hills bvlos test range.jpg" srcset="https://assets.farmjournal.com/dims4/default/d7912a2/2147483647/strip/true/crop/1732x766+0+0/resize/568x251!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F50%2Fb6%2F2f0e94604c9cad79cd0b69c59400%2Fkelly-hills-bvlos-test-range.jpg 568w,https://assets.farmjournal.com/dims4/default/07f7f25/2147483647/strip/true/crop/1732x766+0+0/resize/768x340!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F50%2Fb6%2F2f0e94604c9cad79cd0b69c59400%2Fkelly-hills-bvlos-test-range.jpg 768w,https://assets.farmjournal.com/dims4/default/f3b0e4b/2147483647/strip/true/crop/1732x766+0+0/resize/1024x453!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F50%2Fb6%2F2f0e94604c9cad79cd0b69c59400%2Fkelly-hills-bvlos-test-range.jpg 1024w,https://assets.farmjournal.com/dims4/default/5a97dba/2147483647/strip/true/crop/1732x766+0+0/resize/1440x637!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F50%2Fb6%2F2f0e94604c9cad79cd0b69c59400%2Fkelly-hills-bvlos-test-range.jpg 1440w" width="1440" height="637" src="https://assets.farmjournal.com/dims4/default/5a97dba/2147483647/strip/true/crop/1732x766+0+0/resize/1440x637!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F50%2Fb6%2F2f0e94604c9cad79cd0b69c59400%2Fkelly-hills-bvlos-test-range.jpg" loading="lazy"
    &gt;


&lt;/picture&gt;

    

    
        &lt;div class="Figure-content"&gt;&lt;div class="Figure-credit"&gt;(www.KellyHills.us)&lt;/div&gt;&lt;/div&gt;
    
&lt;/figure&gt;

                        
                    
                
            
        &lt;/div&gt;
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        “But 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://kellyhills.us/test-range/" target="_blank" rel="noopener"&gt;with our FAA test range&lt;/a&gt;&lt;/span&gt;
    
         (pictured above) that we were approved for last summer within Kelly Hills, now we can autonomously fly to those spots with a drone, either in line of sight or Beyond Visual Line of Sight (BVLOS), and we can make those treatments autonomously. This year, the tool we’re focusing on is true spot spraying BVLOS in corn and soybeans, and then next year hopefully we can make more tools or take that technology that already exists and make it into a tool for a grower, who can sign up for this subscription and buy one of these drones, and now I have a full encompassing suite of tools and I can know for sure what works and what does not work.”&lt;br&gt;&lt;br&gt;&lt;b&gt;FJ:&lt;/b&gt; How can farmers in Kansas learn more and possibly sign up to work with you guys?&lt;br&gt;&lt;br&gt;&lt;b&gt;LK:&lt;/b&gt; “There’s really two ways right now. For anything specific they might want to do, maybe there are some projects they are thinking about, 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://kellyhills.us/contact/" target="_blank" rel="noopener"&gt;go ahead and ping us on the website&lt;/a&gt;&lt;/span&gt;
    
        , and we’ll get back to you. And the other way is, once we’re done with a set tool or we wrap up our summer series of projects, we plan to make the results and findings available online, kind of like Beck’s Hybrids does with its farm applied research studies. We want people to see what we’re doing and to reach out with their ideas on how we can make better tools inside of The Forge and showcase some of these technologies together in one new product, and growers are very interested in this and would love to understand if they can package these technologies together and make an ROI.”&lt;br&gt;&lt;br&gt;&lt;b&gt;FJ:&lt;/b&gt; You already have this inaugural cohort in place, but are you already thinking about what’s next?&lt;br&gt;&lt;br&gt;&lt;b&gt;LK:&lt;/b&gt; “I have a couple companies that I need to further engage with now that they can see what The Forge is all about. A couple of those are involved in year-over-year (data) modeling technology that can say, OK, help me start to determine this is my pattern, and this is what I did last year; now can you tell me what to do next year and how to create more ROI? And then I think soil is a huge key right now, too. I don’t have any any soil type products in there, and soil sampling is great, but there are some neat companies that are focusing on soil-sensing technology that I think would be interesting to package in there, too. You know, in due time I think we’ll get there.”&lt;br&gt;&lt;br&gt;Koch says the plan is to unveil many of the insights and results from The Forge at this summer’s Kelly Hills Unmanned Field Day. That event is 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.eventbrite.com/e/kelly-hills-field-day-2nd-annual-tickets-1395115751769" target="_blank" rel="noopener"&gt;set for Aug. 19, and you can get registered for it here.&lt;/a&gt;&lt;/span&gt;
    
         &lt;br&gt;&lt;br&gt;And, just for fun, here’s a video breakdown of the Pyka Pelican 2: &lt;br&gt;
    
        &lt;div class="HtmlModule"&gt;
    
    &lt;a class="AnchorLink" id="html-embed-module-700000" name="html-embed-module-700000"&gt;&lt;/a&gt;


    &lt;div style="padding:56.25% 0 0 0;position:relative;"&gt;&lt;iframe src="https://player.vimeo.com/video/1054538142?badge=0&amp;amp;autopause=0&amp;amp;player_id=0&amp;amp;app_id=58479" frameborder="0" allow="autoplay; fullscreen; picture-in-picture; clipboard-write; encrypted-media" style="position:absolute;top:0;left:0;width:100%;height:100%;" title="Introducing Pelican 2 by Pyka: A Revolution in Autonomous Crop Protection"&gt;&lt;/iframe&gt;&lt;/div&gt;&lt;script src="https://player.vimeo.com/api/player.js"&gt;&lt;/script&gt;
&lt;/div&gt;


    
        &lt;b&gt;Your Next Read: &lt;/b&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/crops/soybeans/how-navigate-foliar-fungicide-use-tight-soybean-market" target="_blank" rel="noopener"&gt;How To Navigate Foliar Fungicide Use in a Tight Soybean Market&lt;/a&gt;&lt;/span&gt;
    
&lt;/div&gt;</description>
      <pubDate>Wed, 02 Jul 2025 11:53:55 GMT</pubDate>
      <guid>https://www.agweb.com/news/business/technology/meet-forge-kelly-hills-unmanned-puts-new-spin-ag-tech-field-testing</guid>
      <media:content medium="img" lang="en-US" url="https://assets.farmjournal.com/dims4/default/8558cb7/2147483647/strip/true/crop/1280x860+0+0/resize/1440x968!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F90%2Faa%2Fd12408924293aff323ff0b09fc74%2Funtitled-17.jpeg" />
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    <item>
      <title>Machinery News: John Deere Debuts Forage Harvesters, Ecorobotix Lettuce Algorithm, Kubota-Agtonomy Deal</title>
      <link>https://www.agweb.com/news/machinery/machinery-news-john-deere-debuts-forage-harvesters-ecorobotix-lettuce-algorithm-ku</link>
      <description>&lt;div class="RichTextArticleBody RichTextBody"&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/machinery/john-deere-sentera-tie-heres-what-we-know-so-far" target="_blank" rel="noopener"&gt;John Deere&lt;/a&gt;&lt;/span&gt;
    
         has announced the launch of new F8 and F9 Series self-propelled forage harvesters, which the manufacturer says are built from the ground up with customer input to elevate forage performance and farm productivity.&lt;br&gt;&lt;br&gt;Deere says the new F9 Series comes in two engine options — John Deere 18X and Liebherr V12 24L — with five horsepower options ranging from 700PS to 1020PS; the F8 Series comes with the JD14X engine bringing six horsepower options, ranging from 425PS to 645PS.&lt;br&gt;&lt;br&gt;It also says the new machines offer improved automation with a higher level of comprehensive technology offerings compared with previous models.&lt;br&gt;&lt;br&gt;The technology options include:&lt;br&gt;&lt;ul class="rte2-style-ul"&gt;&lt;li&gt;&lt;b&gt;Ground speed automation&lt;/b&gt; — Deere also offers this feature on new S7 combines. The manufacturer says it helps maintain ideal load and prevent operator stress by adjusting ground speed in real time based on crop conditions.&lt;/li&gt;&lt;li&gt;&lt;b&gt;ProTouch Harvest&lt;/b&gt; — A feature allowing operators to initiate multiple harvest-ready settings with the push of a button, while Active Fill Control ensures consistent truck fills even under the toughest harvesting conditions.&lt;/li&gt;&lt;/ul&gt;
    
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            &lt;source type="image/webp"  width="1440" height="959" srcset="https://assets.farmjournal.com/dims4/default/191d7f4/2147483647/strip/true/crop/8192x5457+0+0/resize/568x378!/format/webp/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F8f%2F60%2Fa02817d34634a9d3664ba8712002%2Fjd-spfh-r2g085135-rrd.jpg 568w,https://assets.farmjournal.com/dims4/default/41d7e25/2147483647/strip/true/crop/8192x5457+0+0/resize/768x511!/format/webp/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F8f%2F60%2Fa02817d34634a9d3664ba8712002%2Fjd-spfh-r2g085135-rrd.jpg 768w,https://assets.farmjournal.com/dims4/default/3d93a55/2147483647/strip/true/crop/8192x5457+0+0/resize/1024x682!/format/webp/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F8f%2F60%2Fa02817d34634a9d3664ba8712002%2Fjd-spfh-r2g085135-rrd.jpg 1024w,https://assets.farmjournal.com/dims4/default/eab662b/2147483647/strip/true/crop/8192x5457+0+0/resize/1440x959!/format/webp/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F8f%2F60%2Fa02817d34634a9d3664ba8712002%2Fjd-spfh-r2g085135-rrd.jpg 1440w"/&gt;

    

    
        &lt;source width="1440" height="959" srcset="https://assets.farmjournal.com/dims4/default/1545b84/2147483647/strip/true/crop/8192x5457+0+0/resize/1440x959!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F8f%2F60%2Fa02817d34634a9d3664ba8712002%2Fjd-spfh-r2g085135-rrd.jpg"/&gt;

    


    
    
    &lt;img class="Image" alt="Deere forage" srcset="https://assets.farmjournal.com/dims4/default/518e02c/2147483647/strip/true/crop/8192x5457+0+0/resize/568x378!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F8f%2F60%2Fa02817d34634a9d3664ba8712002%2Fjd-spfh-r2g085135-rrd.jpg 568w,https://assets.farmjournal.com/dims4/default/c2d0307/2147483647/strip/true/crop/8192x5457+0+0/resize/768x511!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F8f%2F60%2Fa02817d34634a9d3664ba8712002%2Fjd-spfh-r2g085135-rrd.jpg 768w,https://assets.farmjournal.com/dims4/default/adb4b83/2147483647/strip/true/crop/8192x5457+0+0/resize/1024x682!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F8f%2F60%2Fa02817d34634a9d3664ba8712002%2Fjd-spfh-r2g085135-rrd.jpg 1024w,https://assets.farmjournal.com/dims4/default/1545b84/2147483647/strip/true/crop/8192x5457+0+0/resize/1440x959!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F8f%2F60%2Fa02817d34634a9d3664ba8712002%2Fjd-spfh-r2g085135-rrd.jpg 1440w" width="1440" height="959" src="https://assets.farmjournal.com/dims4/default/1545b84/2147483647/strip/true/crop/8192x5457+0+0/resize/1440x959!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F8f%2F60%2Fa02817d34634a9d3664ba8712002%2Fjd-spfh-r2g085135-rrd.jpg" loading="lazy"
    &gt;


&lt;/picture&gt;

    

    
        &lt;div class="Figure-content"&gt;&lt;div class="Figure-credit"&gt;(John Deere)&lt;/div&gt;&lt;/div&gt;
    
&lt;/figure&gt;

                        
                    
                
            
        &lt;/div&gt;
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        “A higher-quality forage output with more power, more precision and more uptime, that’s the focus of the new forage harvesters for our customers,” said Bergen Nelson, John Deere go-to-market manager for harvesting equipment. “We’ve combined our strongest hardware with our newest and smartest precision ag technology to create higher-quality forage.”&lt;br&gt;&lt;br&gt;More information on the new F8 and F9 Series SPFHs is available from a local John Deere dealer or 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.deere.com/en/" target="_blank" rel="noopener"&gt;deere.com.&lt;/a&gt;&lt;/span&gt;
    
        &lt;br&gt;&lt;br&gt;Check out this test drive video from Farmworld_TV!&lt;br&gt;
    
        &lt;div class="HtmlModule"&gt;
    
    &lt;a class="AnchorLink" id="html-embed-module-f00000" name="html-embed-module-f00000"&gt;&lt;/a&gt;


    &lt;iframe width="560" height="315" src="https://www.youtube.com/embed/3kg60tCv95E?si=RZY8W-_9TOpAnWuL" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen&gt;&lt;/iframe&gt;
&lt;/div&gt;


    
        &lt;b&gt;Specialty crop AI tech startup Ecorobtix unveils lettuce-thinning algorithm&lt;/b&gt; &lt;br&gt;&lt;br&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.thepacker.com/news/industry/ecorobotix-expands-u-s-operations" target="_blank" rel="noopener"&gt;Ecorobotix&lt;/a&gt;&lt;/span&gt;
    
         has announced the launch of its new lettuce-thinning algorithm, expanding the capabilities of its ARA Ultra High Precision (UHP) Sprayer to offer what it claims is one of the most advanced automated thinning solutions on the market. &lt;br&gt;&lt;br&gt;The new functionality is available to ARA users via a software license. &lt;br&gt;&lt;br&gt;“We’ve combined the power of AI with the reliability of ARA’s ultra-high precision spraying platform to eliminate one of the most time-consuming and labor-intensive tasks in the field: thinning,” said Katerina Lee, regional crop care manager for Ecorobotix. &lt;br&gt;&lt;br&gt;Ecorobotix says its algorithm enables users to replace manual labor, grow crops with superior uniformity and cover fields faster than hand-labor crews.&lt;br&gt;&lt;br&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://pages.services/ecorobotix.com/sign-up-for-a-demo-lettuce-thinning" target="_blank" rel="noopener"&gt;Learn more here.&lt;/a&gt;&lt;/span&gt;
    
        &lt;br&gt;&lt;br&gt;&lt;b&gt;Kubota-Agtonomy join forces to develop autonomous specialty crop machinery&lt;/b&gt;&lt;br&gt;&lt;br&gt;Kubota North America has announced a collaboration agreement with Agtonomy, an agricultural autonomy software provider, to commercialize autonomous operations on Kubota diesel tractors for spraying and mowing.&lt;br&gt;&lt;br&gt;Kubota says the partnership reflects its commitment to pioneering solutions and equipping growers with smart technology.&lt;br&gt;&lt;br&gt;“Our working relationship with Agtonomy represents a significant milestone toward commercializing our vision for autonomy by merging our expertise and technology with Agtonomy’s autonomous platform,” said Brett McMickell, chief technology officer for Kubota North America.&lt;br&gt;&lt;br&gt;The initial phase of the partnership will focus on integrating Agtonomy’s capabilities with Kubota’s M5N specialty crop diesel tractor.&lt;br&gt;&lt;br&gt;Learn more about 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.kubotausa.com/Innovation" target="_blank" rel="noopener"&gt;Kubota’s vision for autonomous technology in farming here.&lt;/a&gt;&lt;/span&gt;
    
        &lt;br&gt;&lt;br&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/first-its-kind-farmers-reap-yield-early-tech-investment" target="_blank" rel="noopener"&gt;&lt;b&gt;Your Next Read&lt;/b&gt; - First of Its Kind: Farmers Reap Yield From Early Tech Investment&lt;/a&gt;&lt;/span&gt;
    
&lt;/div&gt;</description>
      <pubDate>Wed, 04 Jun 2025 11:50:04 GMT</pubDate>
      <guid>https://www.agweb.com/news/machinery/machinery-news-john-deere-debuts-forage-harvesters-ecorobotix-lettuce-algorithm-ku</guid>
      <media:content medium="img" lang="en-US" url="https://assets.farmjournal.com/dims4/default/5a6130a/2147483647/strip/true/crop/1280x860+0+0/resize/1440x968!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F97%2F44%2F7cd835964647b5c9825222c377b5%2Funtitled-8.jpeg" />
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      <title>John Deere-Sentera Tie Up: Here’s What We Know So Far</title>
      <link>https://www.agweb.com/news/machinery/john-deere-sentera-tie-heres-what-we-know-so-far</link>
      <description>&lt;div class="RichTextArticleBody RichTextBody"&gt;
    
        John Deere has 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.deere.com/en/news/all-news/john-deere-acquires-sentera/" target="_blank" rel="noopener"&gt;announced &lt;/a&gt;&lt;/span&gt;
    
        its acquisition of Minnesota-based aerial optics innovator Sentera. Although specific details are few and far between this early in the process, here’s what we know so far:&lt;br&gt;&lt;br&gt;&lt;ul class="rte2-style-ul"&gt;&lt;li&gt;&lt;b&gt;The two companies have a long history.&lt;/b&gt; John Deere was the first enterprise customer Sentera signed onto its system over a decade ago, and the two companies have had an API link in place between Sentera’s drone management software and John Deere’s Operations Center since 2016.&lt;br&gt;&lt;/li&gt;&lt;li&gt;&lt;b&gt;Financial details are not being disclosed.&lt;/b&gt; We do know the deal is not subject to any further regulatory or shareholder approvals.&lt;br&gt;&lt;/li&gt;&lt;li&gt;&lt;b&gt;In a similar fashion to the Blue River Technologies and Bear Flag Robotics acquisitions, Sentera will maintain its independence as a free-standing business unit.&lt;/b&gt; Once fully integrated into the Deere family, Sentera will operate under the John Deere Intelligent Solutions Group (ISG) framework. Sentera leadership will remain at its St. Paul, Minn., headquarters.&lt;br&gt;&lt;/li&gt;&lt;li&gt;&lt;b&gt;For the time being, no major changes are planned for either company&lt;/b&gt; &lt;b&gt;as we head into the heart of the summer crop scouting and spraying season.&lt;/b&gt; The two companies anticipate having more details to share about the nuts and bolts of the acquisition this fall.&lt;br&gt;&lt;/li&gt;&lt;li&gt;&lt;b&gt;The two groups are a natural fit.&lt;/b&gt; Sentera is aggressively marketing its SmartScripts drone weed mapping program, and 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/business/technology/drone-and-smart-sprayer-combo-targets-brings-boom-down-weeds" target="_blank" rel="noopener"&gt;the technology is complimentary&lt;/a&gt;&lt;/span&gt;
    
         to John Deere’s Operations Center and its See &amp;amp; Spray and ExactApply application technologies. One driving force behind this deal, &lt;i&gt;Farm Journal&lt;/i&gt; is told, is Deere’s motivation to integrate more real-time agronomic data into its Operations Center platform, and Sentera’s aerial data capture capabilities can help make that happen.&lt;/li&gt;&lt;/ul&gt;
    
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    &lt;img class="Image" alt="John Deere Sentera 2" srcset="https://assets.farmjournal.com/dims4/default/31f808e/2147483647/strip/true/crop/8256x5504+0+0/resize/568x379!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F07%2F51%2Fd0572eb844c2ab7d00866714ee25%2Fjd-sentera-4.jpg 568w,https://assets.farmjournal.com/dims4/default/f783a24/2147483647/strip/true/crop/8256x5504+0+0/resize/768x512!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F07%2F51%2Fd0572eb844c2ab7d00866714ee25%2Fjd-sentera-4.jpg 768w,https://assets.farmjournal.com/dims4/default/d8da0f0/2147483647/strip/true/crop/8256x5504+0+0/resize/1024x683!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F07%2F51%2Fd0572eb844c2ab7d00866714ee25%2Fjd-sentera-4.jpg 1024w,https://assets.farmjournal.com/dims4/default/8265e32/2147483647/strip/true/crop/8256x5504+0+0/resize/1440x960!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F07%2F51%2Fd0572eb844c2ab7d00866714ee25%2Fjd-sentera-4.jpg 1440w" width="1440" height="960" src="https://assets.farmjournal.com/dims4/default/8265e32/2147483647/strip/true/crop/8256x5504+0+0/resize/1440x960!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F07%2F51%2Fd0572eb844c2ab7d00866714ee25%2Fjd-sentera-4.jpg" loading="lazy"
    &gt;


&lt;/picture&gt;

    

    
        &lt;div class="Figure-content"&gt;&lt;div class="Figure-credit"&gt;(John Deere)&lt;/div&gt;&lt;/div&gt;
    
&lt;/figure&gt;

                        
                    
                
            
        &lt;/div&gt;
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        &lt;ul class="rte2-style-ul"&gt;&lt;li&gt;&lt;b&gt;A deal to lift both boats.&lt;/b&gt; John Deere has built up a deep bench of artificial intelligence, machine learning and autonomous technology expertise within ISG, and Sentera has a long track record of aerial sensing and camera payload innovation. Considering how many cameras and sensors are included from the factory on new John Deere machines and within its Precision Upgrades retrofit kits, there should be a healthy cross pollination of sensor and camera innovation between Urbandale, Iowa, (where ISG is based) and St. Paul, Minn.&lt;br&gt;&lt;/li&gt;&lt;li&gt;&lt;b&gt;Sentera can help make See &amp;amp; Spray even better.&lt;/b&gt; SmartScripts uses drone-based imaging to scan a field and build a weed pressure map which is then loaded onto the sprayer’s in-cab computer. Now the sprayer operator can see exactly where weeds are in the field and focus their spraying efforts there first. There’s also a logistical and planning aspect to SmartScripts: by knowing exactly how many weeds are present in the field, and even what type of weeds are there, an adept operator can have the right active ingredients premixed and the exact amount needed loaded into the tank or staged nearby in a tender truck to keep that sprayer running all day long.&lt;/li&gt;&lt;/ul&gt;&lt;br&gt; &lt;br&gt;“Farming is becoming a very sensor and data-centric business, and in our opinion, there isn’t anyone doing it at broad scale today better than John Deere,” says Eric Taipale, chief technology officer, Sentera. “The way we can bring these data-driven insights and improve grower outcomes — it’s just what we’ve always been about. It’s what John Deere is all about. There’s such a great mesh between the two cultures, the objectives and the mission of the two organizations.”&lt;br&gt;&lt;br&gt;Joseph Liefer, global technology marketing lead at John Deere, adds, “We’re excited about how this complements our existing portfolio with See &amp;amp; Spray, and then not just that (product). Now a farmer with an individual nozzle-controlled sprayer from any manufacturer can also leverage this technology. A drone can fly their field, generate a weed map, turn it into a prescription in Operations Center and the machine can go execute the plan. From an ag retailer standpoint, that might have a mixed fleet, and this gives them more tools in the toolbox to do targeted application for growers and help them save on herbicide. We view this deal as complementary to our overall tech strategy.”&lt;br&gt;&lt;br&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/policy/politics/maha-reports-surprising-stance-glyphosate-atrazine-explained" target="_blank" rel="noopener"&gt;&lt;b&gt;Your Next Read:&lt;/b&gt; MAHA Report’s Surprising Stance on Glyphosate, Atrazine Explained&lt;/a&gt;&lt;/span&gt;
    
&lt;/div&gt;</description>
      <pubDate>Fri, 23 May 2025 21:07:32 GMT</pubDate>
      <guid>https://www.agweb.com/news/machinery/john-deere-sentera-tie-heres-what-we-know-so-far</guid>
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    </item>
    <item>
      <title>Used Sprayers in the Spotlight: Auction Prices, Farmer Demand Still Strong Despite Tough Year</title>
      <link>https://www.agweb.com/news/machinery/used-machinery/used-sprayers-spotlight-auction-prices-farmer-demand-still-strong-d</link>
      <description>&lt;div class="RichTextArticleBody RichTextBody"&gt;
    
        May is normally a slow-down zone for used equipment auctions, but today there is ample activity taking place in the market. The heightened action is due to the COVID-era expansion of online equipment auctions.&lt;br&gt;&lt;br&gt;“Conditions for new (equipment) are still soft, and it’s just a challenging time overall, but I would say through the month of May good (condition) used is doing surprisingly well,” says Machinery Pete.&lt;br&gt;&lt;br&gt;Casey Seymour, who has over 20 years of dealer lot experience, says there is more buying activity on used sprayers than he normally sees this close to summer spraying season.&lt;br&gt;
    
        &lt;div class="HtmlModule"&gt;
    
    &lt;a class="AnchorLink" id="html-embed-module-3d0000" name="html-embed-module-3d0000"&gt;&lt;/a&gt;


    &lt;iframe width="560" height="315" src="https://www.youtube.com/embed/d_ku56c6jt0?si=0-qMuGCdQwLsOU9W" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen&gt;&lt;/iframe&gt;
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        Machinery Pete agrees, and he has sales data to back it up. Pete shares three recent auction transactions that demonstrate ascending farmer interest (and price upside) in application equipment:&lt;br&gt;
    
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        &lt;source width="1440" height="1080" srcset="https://assets.farmjournal.com/dims4/default/6c3a635/2147483647/strip/true/crop/600x450+0+0/resize/1440x1080!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F34%2F04%2F7c1388cb40fd96b7e892bfed525f%2Fdeere-2022-410r-sprayer-il.jpg"/&gt;

    


    
    
    &lt;img class="Image" alt="Deere 2022 410R sprayer IL.jpg" srcset="https://assets.farmjournal.com/dims4/default/69bebf5/2147483647/strip/true/crop/600x450+0+0/resize/568x426!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F34%2F04%2F7c1388cb40fd96b7e892bfed525f%2Fdeere-2022-410r-sprayer-il.jpg 568w,https://assets.farmjournal.com/dims4/default/77a7818/2147483647/strip/true/crop/600x450+0+0/resize/768x576!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F34%2F04%2F7c1388cb40fd96b7e892bfed525f%2Fdeere-2022-410r-sprayer-il.jpg 768w,https://assets.farmjournal.com/dims4/default/14c7103/2147483647/strip/true/crop/600x450+0+0/resize/1024x768!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F34%2F04%2F7c1388cb40fd96b7e892bfed525f%2Fdeere-2022-410r-sprayer-il.jpg 1024w,https://assets.farmjournal.com/dims4/default/6c3a635/2147483647/strip/true/crop/600x450+0+0/resize/1440x1080!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F34%2F04%2F7c1388cb40fd96b7e892bfed525f%2Fdeere-2022-410r-sprayer-il.jpg 1440w" width="1440" height="1080" src="https://assets.farmjournal.com/dims4/default/6c3a635/2147483647/strip/true/crop/600x450+0+0/resize/1440x1080!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2F34%2F04%2F7c1388cb40fd96b7e892bfed525f%2Fdeere-2022-410r-sprayer-il.jpg" loading="lazy"
    &gt;


&lt;/picture&gt;

    

    
        &lt;div class="Figure-content"&gt;&lt;div class="Figure-credit"&gt;(Machinery Pete Facebook)&lt;/div&gt;&lt;/div&gt;
    
&lt;/figure&gt;

                        
                    
                
            
        &lt;/div&gt;
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        A 2022 John Deere 410R sprayer (347 hours, shown above) brought $362,000 at a DPA auction in Illinois. The average 2025 auction price on a 410R is $353,000, up 10% from last year. Meanwhile, the average dealer price is well over $400,000.&lt;br&gt;
    
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    &lt;img class="Image" alt="22 case patriot 4440 sprayer.jpg" srcset="https://assets.farmjournal.com/dims4/default/f9c94b2/2147483647/strip/true/crop/600x450+0+0/resize/568x426!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2Fa3%2Ffc%2F5e91d5a04c0ca4d72ee430c0e2da%2F22-case-patriot-4440-sprayer.jpg 568w,https://assets.farmjournal.com/dims4/default/d279414/2147483647/strip/true/crop/600x450+0+0/resize/768x576!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2Fa3%2Ffc%2F5e91d5a04c0ca4d72ee430c0e2da%2F22-case-patriot-4440-sprayer.jpg 768w,https://assets.farmjournal.com/dims4/default/8670d57/2147483647/strip/true/crop/600x450+0+0/resize/1024x768!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2Fa3%2Ffc%2F5e91d5a04c0ca4d72ee430c0e2da%2F22-case-patriot-4440-sprayer.jpg 1024w,https://assets.farmjournal.com/dims4/default/e7c9bb5/2147483647/strip/true/crop/600x450+0+0/resize/1440x1080!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2Fa3%2Ffc%2F5e91d5a04c0ca4d72ee430c0e2da%2F22-case-patriot-4440-sprayer.jpg 1440w" width="1440" height="1080" src="https://assets.farmjournal.com/dims4/default/e7c9bb5/2147483647/strip/true/crop/600x450+0+0/resize/1440x1080!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2Fa3%2Ffc%2F5e91d5a04c0ca4d72ee430c0e2da%2F22-case-patriot-4440-sprayer.jpg" loading="lazy"
    &gt;


&lt;/picture&gt;

    

    
        &lt;div class="Figure-content"&gt;&lt;div class="Figure-credit"&gt;(Machinery Pete Facebook)&lt;/div&gt;&lt;/div&gt;
    
&lt;/figure&gt;

                        
                    
                
            
        &lt;/div&gt;
    &lt;/div&gt;
    
        A 2022 Case IH Patriot 4440 sprayer (1,059 hours) brought $210,500, which is the second-highest auction price on a ’22 4440 this year.&lt;br&gt;
    
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    &lt;img class="Image" alt="23 rogator.jpg" srcset="https://assets.farmjournal.com/dims4/default/7bf47e7/2147483647/strip/true/crop/600x450+0+0/resize/568x426!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2Fb9%2F22%2F953a2aaf40988842641d08d1f5ce%2F23-rogator.jpg 568w,https://assets.farmjournal.com/dims4/default/45aa46a/2147483647/strip/true/crop/600x450+0+0/resize/768x576!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2Fb9%2F22%2F953a2aaf40988842641d08d1f5ce%2F23-rogator.jpg 768w,https://assets.farmjournal.com/dims4/default/56c92ea/2147483647/strip/true/crop/600x450+0+0/resize/1024x768!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2Fb9%2F22%2F953a2aaf40988842641d08d1f5ce%2F23-rogator.jpg 1024w,https://assets.farmjournal.com/dims4/default/f5be2c8/2147483647/strip/true/crop/600x450+0+0/resize/1440x1080!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2Fb9%2F22%2F953a2aaf40988842641d08d1f5ce%2F23-rogator.jpg 1440w" width="1440" height="1080" src="https://assets.farmjournal.com/dims4/default/f5be2c8/2147483647/strip/true/crop/600x450+0+0/resize/1440x1080!/quality/90/?url=https%3A%2F%2Fk1-prod-farm-journal.s3.us-east-2.amazonaws.com%2Fbrightspot%2Fb9%2F22%2F953a2aaf40988842641d08d1f5ce%2F23-rogator.jpg" loading="lazy"
    &gt;


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        &lt;div class="Figure-content"&gt;&lt;div class="Figure-credit"&gt;(Machinery Pete Facebook)&lt;/div&gt;&lt;/div&gt;
    
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        A 2023 AGCO RoGator 1300C (2,300 hours) brought in $125,500 at an auction in Texas.&lt;br&gt;&lt;br&gt;A look at the current supply and demand forces at play in the market was another topic of discussion. According to Seymour, used combines and sprayers are up in supply and demand, while row crop tractors and used planters are down.&lt;br&gt;&lt;br&gt;“I’m anticipating an even bigger end of the year auction cycle than what I anticipated, and I was already anticipating it being pretty big,” Seymour adds.&lt;br&gt;&lt;br&gt;Pete agrees with that take as well, adding things are “much healthier” this year in terms of dealer inventory. Last year, he recalls, many dealers pushed a large chunk of used machines onto the auction market out of sheer necessity, as the machines weren’t selling fast enough and inventories were too high.&lt;br&gt;&lt;br&gt;“If I’m a dealer and I have some excess, I’d feel pretty darn good about tiptoeing it out onto the auction market if I have to,” Pete says.&lt;br&gt;
    
        &lt;h2&gt;Here Come the Combines&lt;/h2&gt;
    
        Aaron Fintel, used equipment specialist for 21st Century Equipment, says farmers in his area are either finished with spring planting or very close to being done. That often means more slow days at the equipment dealership.&lt;br&gt;&lt;br&gt;“We had a second half of February into March and April with pretty good traffic and pretty good (buying) action,” Fintel said. “As quiet as the market was before that, it’s that quiet after, too.”&lt;br&gt;&lt;br&gt;One machine class that is “very slowly waking up” in his area is used combines, Fintel says. Seymour adds that he expects more new combines to move ahead of fall harvest, and that will result in a bump in used combine inventory on dealer lots. Trade-ins will be the primary factor bumping those used harvester inventories up, he thinks.&lt;br&gt;&lt;br&gt;Seymour and Fintel then take a deep dive into dealer inventory data from 2023 up until May 19 of this year. The data showed row crop tractor inventories are down 585 units year over year, but Fintel believes the market will bounce back soon with a wave of new tractors hitting dealer lots from the factory.&lt;br&gt;&lt;br&gt;“What I like to see, and it’s a good indicator of (segment) health, is it’s not about the number of machines — it’s are they moving or not,” Fintel said. “And right now, they’re flowing in nice and healthy, but then there’s a trickle on the back end.”&lt;br&gt;&lt;br&gt;Seymour also chats with Blue Reef Agri-Marketing’s Chip Nellinger and John Deere’s Josh Ladd, who talks about Deere’s portfolio of precision technologies for crop sprayers.&lt;br&gt;&lt;br&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.youtube.com/watch?v=d_ku56c6jt0" target="_blank" rel="noopener"&gt;Want the full story? Head over to YouTube to watch this week’s Moving Iron Podcast episode. &lt;/a&gt;&lt;/span&gt;
    
&lt;/div&gt;</description>
      <pubDate>Thu, 22 May 2025 18:58:20 GMT</pubDate>
      <guid>https://www.agweb.com/news/machinery/used-machinery/used-sprayers-spotlight-auction-prices-farmer-demand-still-strong-d</guid>
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      <title>Why U.S. Agriculture Needs More AI Investment to Stay Ahead in Global Crop Innovation Race</title>
      <link>https://www.agweb.com/news/business/technology/why-u-s-agriculture-needs-more-ai-investment-stay-ahead-global-crop-inno</link>
      <description>&lt;div class="RichTextArticleBody RichTextBody"&gt;
    
        Artificial Intelligence (AI) is a key tool in accelerating the discovery, development and manufacturing of new crop protection molecules to fight yield-robbing weeds, pests, and diseases in U.S. farm fields. &lt;br&gt;&lt;br&gt;The technology helps researchers shorten the discovery window and find new and novel active-ingredient molecules that are much more difficult and expensive to uncover using traditional research methods.&lt;br&gt;&lt;br&gt;That was among the talking points that emerged from Tuesday’s congressional hearing on AI in farming, held in front of the U.S. House of Representatives Science, Space, and Technology Committee in Washington, D.C. &lt;br&gt;&lt;br&gt;&lt;b&gt;Related:&lt;/b&gt; 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/policy/new-space-race-why-america-must-focus-ai" target="_blank" rel="noopener"&gt;The New Space Race: Why America Must Focus On AI&lt;/a&gt;&lt;/span&gt;
    
        &lt;br&gt;&lt;br&gt;At the hearing, key agricultural stakeholders advocated for increasing government investment in AI technology and infrastructure. The group warned Congress that America’s status as a world leader in AI has been usurped by Japan and China, while other rival countries are also gunning for top positions.&lt;br&gt;&lt;br&gt;Testifying on behalf of U.S. agriculture was Corteva Vice President of Agricultural Solutions Brian Lutz, University of Florida associate professor Chris Swale and University of Illinois assistant professor Boris Camiletti.&lt;br&gt;&lt;br&gt;“AI is without a doubt one of the most profound technologies ever to be invented,” Lutz said. “We believe there is tremendous opportunity for our government to support and incentivize advanced innovation — including by leveraging the benefits of AI — to benefit American farmers. If we want to win, we need to move smarter and faster than our competition. Corteva believes with the support of our government, we will do exactly that.”&lt;br&gt;&lt;br&gt;Lutz said researchers at Corteva recently used AI to model how 10,000 different molecules might be used in crop protection, all within a matter of weeks. The Corteva model was able to identify dozens of new potential crop protection molecules that its overworked chemists could not have found otherwise. He said the company is currently testing a handful of these molecules and AI will also play a role in moving the testing phase along more quickly than traditional lab-based methods.&lt;br&gt;&lt;br&gt;Lutz also told Congress how Corteva scientists have deployed AI technology in its fermentation processes, which the company uses to create what he called “molecules of interest” for evaluation. Over the past few years, Corteva has used AI modeling to engineer various bacterial strains that drive fermentation reactions and optimize reaction conditions, allowing the company to run a manufacturing operation that is as efficient as possible. This application of AI helps Corteva maintain a strong U.S. manufacturing base in the Midwest, Lutz said.&lt;br&gt;&lt;br&gt;“This is the new face of ag innovation,” he added. “We can accelerate discovery of new classes of crop protection products, like biologicals — nature-based solutions that help farmers grow more food by working alongside traditional crop protection products. With AI, we can begin to predict the incredible diversity of biomolecules and metabolites that are produced by microbes and other organisms, with the goal of unlocking the secrets within plant biology to develop the next generation of safe, highly targeted, nature-inspired products.”&lt;br&gt;&lt;br&gt;Swale testified to AI’s role in helping researchers on his team find and develop biological-based treatments to combat Asian citrus psyllid, an invasive pest that has left the Florida citrus industry — valued at almost $10 billion just five years ago — teetering on the brink of collapse. Effective synthetic chemicals to manage the Asian citrus psyllid exist, but the regulatory hurdles to get those products onto the market are too high, he said&lt;br&gt;&lt;br&gt;“We have turned to using AI to help discover chemicals of the natural world because the registration requirements are significantly lower when compared to synthetic insecticides,” Swale said.&lt;br&gt;&lt;br&gt;Camiletti leads a team of researchers combining plant pathology, remote sensing and AI to help U.S. soybean farmers overcome red crown rot, a soil-borne disease first detected in Illinois soybean fields in 2018. &lt;br&gt;&lt;br&gt;Illinois has been hit the hardest by the yield-robbing disease, Camiletti said, and the pathogen is spreading rapidly to Indiana, Kentucky and Missouri. The disease is difficult to detect visually, he added, and once symptoms appear it’s often too late for successful remediation.&lt;br&gt;&lt;br&gt;“My team uses satellite imagery and machine learning to identify red crown rot hot spots, and we train the models with high resolution multi-spectral data to near-infrared bands and use ground observations to teach the algorithm what diseased plants look like,” Camiletti said. “This technology has real on-farm impact. We are building tools that generate prescription maps so instead of applying fungicides across entire fields farmers can target only the affected areas.”&lt;br&gt;&lt;br&gt;After key witness testimony concluded, the committee opened the floor to questions from members of Congress. Watch the full hearing via the video embedded below:&lt;br&gt;
    
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        &lt;b&gt;Your Next Read:&lt;/b&gt; 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/decode-mahas-potential-effect-agriculture-sector" target="_blank" rel="noopener"&gt;Decode MAHA’s Potential Effect on the Agriculture Sector&lt;/a&gt;&lt;/span&gt;
    
&lt;/div&gt;</description>
      <pubDate>Tue, 20 May 2025 18:15:48 GMT</pubDate>
      <guid>https://www.agweb.com/news/business/technology/why-u-s-agriculture-needs-more-ai-investment-stay-ahead-global-crop-inno</guid>
      <media:content medium="img" lang="en-US" url="https://assets.farmjournal.com/dims4/default/9680987/2147483647/strip/true/crop/1200x857+0+0/resize/1440x1028!/quality/90/?url=https%3A%2F%2Ffj-corp-pub.s3.us-east-2.amazonaws.com%2Fs3fs-public%2F2024-04%2FAI.png" />
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      <title>John Deere Challenge: Watch a New York Tech Journalist Farm 20 Acres of Corn for $20 Profit</title>
      <link>https://www.agweb.com/news/crops/corn/john-deere-challenge-watch-new-york-tech-journalist-farm-20-acres-corn-20-profit</link>
      <description>&lt;div class="RichTextArticleBody RichTextBody"&gt;
    
        You might recall this viral stunt from when it was announced last spring: 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/john-deere-introducing-next-generation-perception-autonomy-kits" target="_blank" rel="noopener"&gt;John Deere&lt;/a&gt;&lt;/span&gt;
    
         and 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://theunlockr.substack.com/" target="_blank" rel="noopener"&gt;tech influencer David Cogen (@TheUnlockr)&lt;/a&gt;&lt;/span&gt;
    
         joined forces to set the New York-based journalist up as a row crop farmer for an entire growing season. Using 20 acres of prime Iowa farmland, Cogen’s mission was to find out if he could accomplish what farmers &lt;i&gt;must&lt;/i&gt; achieve to put food on America’s dinner tables: turn planted crops into cold, hard cash.&lt;br&gt;
    
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    &lt;iframe width="560" height="315" src="https://www.youtube.com/embed/6asr_xkj-eo?si=Vn39W7r9QrA-VwEO" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen&gt;&lt;/iframe&gt;
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        Unlike most farmers, though, Cogen was basically given every cheat code in the game: He had guidance from John Deere experts throughout the crop journey, all of the latest John Deere equipment with all the tech bells-and-whistles any farmer could dream for —not to mention a blank check for seed, crop inputs, fuel and labor. &lt;br&gt;&lt;br&gt;Cogen began by ordering up soil tests and custom fertilizer applications. Then he flew back to Iowa to complete the spring tillage pass and seed the field. Next came another trip to spray weeds post-emergence with 
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/machinery/see-spray-5-things-john-deere-learned-2024" target="_blank" rel="noopener"&gt;Deere’s See &amp;amp; Spray smart application system&lt;/a&gt;&lt;/span&gt;
    
         before returning in the fall to harvest the finished grain and haul it down to the local ethanol processing plant.&lt;br&gt;&lt;br&gt;Along the way Cogen learned a handful of lessons any seasoned farmer already knows all too well:&lt;br&gt;&lt;ol class="rte2-style-ol" start="1"&gt;&lt;li&gt;The weather never seems to do what you want it to do, when you want it to do it. That’s farming. &lt;/li&gt;&lt;li&gt;You have to eradicate weeds or they will rob your yields and destroy your profits. &lt;/li&gt;&lt;li&gt;Variation is the enemy, it’s all about consistent production and harvesting at the precise moisture level and timing.&lt;/li&gt;&lt;li&gt;A dry late-summer and early-fall is a factor you can’t control but it can cost you real dollars on your final yield. The corn will dry down too fast in the field if you don’t get it off on time, so in this case, water is truly money when it comes to corn and soybean farming. &lt;/li&gt;&lt;/ol&gt;In the end, Cogen’s field averaged 209 bushels per acre and produced just over 3,000 total bushels of corn, which equates to over 200,000 lb. &lt;br&gt;&lt;br&gt;His total expenses for the year (land costs, seed, fertilizer and “other”) totaled $16,456, while his total revenues for the 19.24 total acres of corn harvested was $16,478. &lt;br&gt;&lt;br&gt;&lt;i&gt;Don’t adjust your monitor. Yes, you read that right.&lt;/i&gt; &lt;br&gt;&lt;br&gt;The New York tech editor farmed all year long and only brought home $22 in total profit. It just goes to show, turning a profit on only 20 acres is incredibly hard to do. Small acre farmers deserve just as much respect as the big boys. &lt;br&gt;&lt;br&gt;“Honestly, I hope that like myself, that this has opened your eyes into what it actually takes to farm,” Cogen says at the end of the video. “Just all of the work that goes into it and you can have a new appreciation for farming and for farmers.&lt;br&gt;&lt;br&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.agweb.com/news/crops/corn/farmer-finds-silver-bullet-high-corn-yields" target="_blank" rel="noopener"&gt;&lt;b&gt;Your Next Read:&lt;/b&gt; Farmer Finds A Silver Bullet For High Corn Yields&lt;/a&gt;&lt;/span&gt;
    
&lt;/div&gt;</description>
      <pubDate>Fri, 18 Apr 2025 12:18:56 GMT</pubDate>
      <guid>https://www.agweb.com/news/crops/corn/john-deere-challenge-watch-new-york-tech-journalist-farm-20-acres-corn-20-profit</guid>
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      <title>Carbon Robotics adds autonomous tractor solution</title>
      <link>https://www.agweb.com/news/business/technology/carbon-robotics-adds-autonomous-tractor-solution</link>
      <description>&lt;div class="RichTextArticleBody RichTextBody"&gt;
    
        In a move to help growers maximize equipment and address labor shortages, Carbon Robotics launched its Carbon AutoTractor, an autonomous solution installed on existing tractors.&lt;br&gt;&lt;br&gt;Carbon Robotics’ founder and CEO Paul Mikesell says its Carbon AI will power remotely monitored tractors to help specialty crop growers deploy laser weeders for almost around-the-clock production.&lt;br&gt;&lt;br&gt;“With LaserWeeder, farmers want to run them as much as they possibly can, but it’s hard to find labor,” he told The Packer. “It’s really hard to find labor to do the tractor driving. It’s hard to find labor to do these late midnight shifts. It’s hard to find people to do all the different tasks you want to do with the tractors.”&lt;br&gt;&lt;br&gt;The Carbon AutoTractor features two core components: the Carbon Autonomy Kit and the Remote Operations Control Center. Mikesell said operators in ROCC handle any obstructions through monitored autonomy and take over the autonomy system, so production continues. He said growers, then, don’t have to worry whether an autonomous task gets completed.&lt;br&gt;&lt;br&gt;“They’re trained in using Carbon Auto Tractor,” he said. “They know how to do the functions that the farmer wants to do in the field. And then, whenever there’s something that comes up, they can literally change drive the tractor remotely, and get through whatever obstacle it is, and then keep moving.”&lt;br&gt;&lt;br&gt;Mikesell said the Carbon Auto Tractor will currently work for LaserWeeder tasks, ground prep such as mulching, mowing, discing and more, but there are plans to expand its capabilities in the future.&lt;br&gt;&lt;br&gt;The Carbon Autonomy Kit is initially compatible with John Deere 6R and 8R Series tractors, requiring no permanent modifications and installation completed in less than 24 hours. Once installed, tractors can toggle between autonomous and manual operation as needed.&lt;br&gt;&lt;br&gt;“It bolts on and then that you plug into the harness in the inside on the inside cab, and there’s a box that mounts on the window that you can turn it on and off,” Mikesell said.&lt;br&gt;&lt;br&gt;The Carbon AutoTractor system includes RTK-accurate GPS, 360-degree cameras and radar-based safety sensors, as well asphysical, remote and mobile e-stops connected via a high-speed, low-latency satellite link.&lt;br&gt;&lt;br&gt;“We have better visibility from the cameras on the roof than you do from the inside the cabin,” Mikesell said.&lt;br&gt;&lt;br&gt;And for those growers who might be reluctant to go to an autonomous tractor, Mikesell said the Carbon AutoTractor is designed to help growers better deploy farm labor where it’s needed most.&lt;br&gt;&lt;br&gt;“You want somebody there to inspect or notice problems with your irrigation or things of that nature. You’ll still want to have those people around, but the point is that they don’t have to spend all that time driving up and down the rows to do the simple task,” he said. “They can then spend their time focusing on figuring out where or if there’s issues and how to address other problems and it relieves the constant need to be driving the tractor all the time.”&lt;br&gt;&lt;br&gt;Mikesell said this solution also offers growers the option to deploy tractors at night for weeding or when the nighttime temperatures are cooler. This also helps growers maximize return on investment by being able to run the autonomous solution all the time, he said.&lt;br&gt;&lt;br&gt;“We found that lot of people want to run their LaserWeeder 24/7 because they get a really good ROI or more crops they can put it under, but they just can’t find the operators to run it 24/7,” he told The Packer. “If you can run it, 24/7, you can double the hours in a typical season and you can get that tool doing everything you need it to.”&lt;br&gt;&lt;br&gt;Carbon Robotics said the autonomous solution works seamlessly with its LaserWeeder, automatically adjusting speed to optimize weeding performance based on weed type, size and density, which can boost coverage by up to 20% compared to manually operated systems.&lt;br&gt;&lt;br&gt;Brandon Munn, farm manager with Columbia Basin Onion, has worked with the Carbon Robotics team on this autonomous solution.&lt;br&gt;&lt;br&gt;“With many of our tractors and LaserWeeders running autonomously with Carbon AutoTractor, we’re able to operate more hours, address labor challenges and make night shifts safer and more reliable,” Munn said in a news release. “This isn’t just automation; it’s a practical solution that’s fundamentally changing how we farm.”&lt;br&gt;&lt;br&gt;&lt;b&gt;Additional Details Come In On AutoTractor&lt;/b&gt;&lt;br&gt;&lt;i&gt;Farm Journal&lt;/i&gt; talked with CEO Paul Mikesell to see what else we could learn about the system and what makes it different from other tractor autonomy kits on the market. Here’s a handful of bullet points breaking down what we uncovered: &lt;br&gt;&lt;ul class="rte2-style-ul"&gt;&lt;li&gt;&lt;b&gt;Don’t Call It A Retrofit&lt;/b&gt; - Because the AutoTractor kit doesn’t effectively alter or change anything mechanically on the tractor itself, Mikesell says he prefers to refer to it as a “augmentation kit.” &lt;/li&gt;&lt;li&gt;&lt;b&gt;Satellite Connectivity Changed The Game&lt;/b&gt; - When Mikesell and his team started this project back in 2023, connectivity was a limiting factor in enabling a tractor to &lt;i&gt;safely&lt;/i&gt; operate with complete autonomy. That is no longer a limiting factor as developments in the stratosphere like SpaceX’s StarLink and Intellsat’s low earth orbit constellations have provided the necessary latency and bandwidth to make driver-less operation safe and viable. &lt;/li&gt;&lt;li&gt;&lt;b&gt;Pricing Is Still TBD&lt;/b&gt; - Pressed on how much the system will cost from an up-front investment standpoint, Mikesell told us that “we’re still fine tuning that price.” &lt;/li&gt;&lt;li&gt;&lt;b&gt;Expect An Hourly Fee&lt;/b&gt; - Mikesell did confirm that the technology will carry a per-hour fee. He says that fee will track closely with what the user would pay a local machine operator to run the tractor. That could mean a per-hour fee anywhere from $15 in the Midwest to upwards of $25 per hour in high-wage markets like California and Washington. “We’re trying to save you money by not having to worry about travel time out to the fields. There’s no lunch break. You don’t have to worry about paying overtime. This machine will do as many double shifts as you want, and we’re still employing people to do all the monitoring. So we have a very skilled and qualified group of people that are doing all the monitoring. So that’s kind of the model: we charge you per hour to run this machine for you and we’ll work with you on what jobs you want done and how you want it done and make sure that everything is handled appropriately.”&lt;/li&gt;&lt;li&gt;&lt;b&gt;Remote Operators With Tractor Experience&lt;/b&gt; - Mikesell says his remote operators that task and oversee the driverless tractors for farmers get a crash course in how tractors are used on your typical farm. “Just being out there in the field long enough to understand the size of things that are around you and just kind of what a field looks like and how things are laid out, makes a huge difference when you’re trying to drive remotely,” says Mikesell. “Even though you have a better view driving remotely, because you have a nice 360 degree view off the roof, having some concept and understanding about the size of things and kind of what everything looks like helps quite a bit.”&lt;/li&gt;&lt;/ul&gt;
    
        &lt;span class="LinkEnhancement"&gt;&lt;a class="Link" href="https://www.thepacker.com/news/industry/technology-helps-screen-foodborne-pathogens" target="_blank" rel="noopener"&gt;&lt;b&gt;Your Next Read:&lt;/b&gt; Using tech to target food safety threats&lt;/a&gt;&lt;/span&gt;
    
&lt;/div&gt;</description>
      <pubDate>Mon, 31 Mar 2025 19:26:15 GMT</pubDate>
      <guid>https://www.agweb.com/news/business/technology/carbon-robotics-adds-autonomous-tractor-solution</guid>
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