#artificial intelligence in agriculture
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primathontechnology · 27 days ago
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What is Artificial Intelligence in Agriculture?
Explore how AI is revolutionizing agriculture by driving sustainable farming practices. Learn how AI technologies improve crop yields, reduce waste, and foster eco-friendly farming solutions.
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agreads · 3 months ago
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NEC X reveals Elev X! Ignite cohort batch 12: seven startups transforming AI, sustainability and software quality assurance
NEC X, the Silicon Valley venture studio backed by NEC’s advanced technologies, has revealed the seven new standout startups selected for the Elev X! Ignite cohort, Batch 12. Since 2018, NEC X has helped fuel the launch and growth of over 130 innovative tech startups, transforming their visionary ideas into scalable successes. The latest ventures were picked from a pool of 300 applicants for…
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entrepreneurbar · 7 months ago
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A profound transformation is silently unfolding within the expansive realm of agricultural practice, where terrestrial and celestial realms converge to orchestrate life cycles. This metamorphosis is propelled by the convergence of technological advancements and traditional methodologies, with the Internet of Things (IoT) emerging as a potent catalyst reshaping longstanding agricultural paradigms. This paper elucidates the burgeoning landscape of IoT integration within agriculture, delineating its multifaceted implications for enhancing operational efficiency, ecological sustainability, and productivity within this critical sector.
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sblai · 7 months ago
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AI & PLM in Agriculture: Intelligent Duo for Yields & Sustainability
PLMs (Predictive Language Models) in agriculture harness AI to analyze satellite imagery, sensor data, weather reports, soil metrics, and historical yields, offering valuable insights for optimized farming decisions, enhanced crop yields, and risk mitigation. Read more at https://www.sblcorp.ai/ai-plm-in-agriculture-intelligent-duo-for-yields-sustainability/
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techsoulculture · 1 year ago
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Artificial Intelligence in Agriculture: Global Modernization
Artificial Intelligence AI is one of the most promising technologies in the global agriculture industry, which is through a transformative
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jpacks · 1 year ago
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livemintvideos · 2 years ago
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Finance Minister Nirmala Sitharama in the Union Budget 2023 made some major announcements during her one-hour speech. One such announcement was the decision to set up 100 labs to develop applications using 5G services.
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scipunk · 6 months ago
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Detroit Become Human (2018)
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mindblowingscience · 9 months ago
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Water scarcity and the high cost of energy represent the main problems for irrigation communities, which manage water for this end, making it available to agriculture. In a context of drought, with a deregulated and changing electricity market, knowing when and how much water crops are going to be irrigated with would allow those who manage them to overcome uncertainty when making decisions and, therefore, guide them towards objectives like economic savings, environmental sustainability, and efficiency. For this, data science and Artificial Intelligence are important resources.
Continue Reading.
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jcmarchi · 3 months ago
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Translating MIT research into real-world results
New Post has been published on https://thedigitalinsider.com/translating-mit-research-into-real-world-results/
Translating MIT research into real-world results
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Inventive solutions to some of the world’s most critical problems are being discovered in labs, classrooms, and centers across MIT every day. Many of these solutions move from the lab to the commercial world with the help of over 85 Institute resources that comprise MIT’s robust innovation and entrepreneurship (I&E) ecosystem. The Abdul Latif Jameel Water and Food Systems Lab (J-WAFS) draws on MIT’s wealth of I&E knowledge and experience to help researchers commercialize their breakthrough technologies through the J-WAFS Solutions grant program. By collaborating with I&E programs on campus, J-WAFS prepares MIT researchers for the commercial world, where their novel innovations aim to improve productivity, accessibility, and sustainability of water and food systems, creating economic, environmental, and societal benefits along the way.
The J-WAFS Solutions program launched in 2015 with support from Community Jameel, an international organization that advances science and learning for communities to thrive. Since 2015, J-WAFS Solutions has supported 19 projects with one-year grants of up to $150,000, with some projects receiving renewal grants for a second year of support. Solutions projects all address challenges related to water or food. Modeled after the esteemed grant program of MIT’s Deshpande Center for Technological Innovation, and initially administered by Deshpande Center staff, the J-WAFS Solutions program follows a similar approach by supporting projects that have already completed the basic research and proof-of-concept phases. With technologies that are one to three years away from commercialization, grantees work on identifying their potential markets and learn to focus on how their technology can meet the needs of future customers.
“Ingenuity thrives at MIT, driving inventions that can be translated into real-world applications for widespread adoption, implantation, and use,” says J-WAFS Director Professor John H. Lienhard V. “But successful commercialization of MIT technology requires engineers to focus on many challenges beyond making the technology work. MIT’s I&E network offers a variety of programs that help researchers develop technology readiness, investigate markets, conduct customer discovery, and initiate product design and development,” Lienhard adds. “With this strong I&E framework, many J-WAFS Solutions teams have established startup companies by the completion of the grant. J-WAFS-supported technologies have had powerful, positive effects on human welfare. Together, the J-WAFS Solutions program and MIT’s I&E ecosystem demonstrate how academic research can evolve into business innovations that make a better world,” Lienhard says.
Creating I&E collaborations
In addition to support for furthering research, J-WAFS Solutions grants allow faculty, students, postdocs, and research staff to learn the fundamentals of how to transform their work into commercial products and companies. As part of the grant requirements, researchers must interact with mentors through MIT Venture Mentoring Service (VMS). VMS connects MIT entrepreneurs with teams of carefully selected professionals who provide free and confidential mentorship, guidance, and other services to help advance ideas into for-profit, for-benefit, or nonprofit ventures. Since 2000, VMS has mentored over 4,600 MIT entrepreneurs across all industries, through a dynamic and accomplished group of nearly 200 mentors who volunteer their time so that others may succeed. The mentors provide impartial and unbiased advice to members of the MIT community, including MIT alumni in the Boston area. J-WAFS Solutions teams have been guided by 21 mentors from numerous companies and nonprofits. Mentors often attend project events and progress meetings throughout the grant period.
“Working with VMS has provided me and my organization with a valuable sounding board for a range of topics, big and small,” says Eric Verploegen PhD ’08, former research engineer in MIT’s D-Lab and founder of J-WAFS spinout CoolVeg. Along with professors Leon Glicksman and Daniel Frey, Verploegen received a J-WAFS Solutions grant in 2021 to commercialize cold-storage chambers that use evaporative cooling to help farmers preserve fruits and vegetables in rural off-grid communities. Verploegen started CoolVeg in 2022 to increase access and adoption of open-source, evaporative cooling technologies through collaborations with businesses, research institutions, nongovernmental organizations, and government agencies. “Working as a solo founder at my nonprofit venture, it is always great to have avenues to get feedback on communications approaches, overall strategy, and operational issues that my mentors have experience with,” Verploegen says. Three years after the initial Solutions grant, one of the VMS mentors assigned to the evaporative cooling team still acts as a mentor to Verploegen today.
Another Solutions grant requirement is for teams to participate in the Spark program — a free, three-week course that provides an entry point for researchers to explore the potential value of their innovation. Spark is part of the National Science Foundation’s (NSF) Innovation Corps (I-Corps), which is an “immersive, entrepreneurial training program that facilitates the transformation of invention to impact.” In 2018, MIT received an award from the NSF, establishing the New England Regional Innovation Corps Node (NE I-Corps) to deliver I-Corps training to participants across New England. Trainings are open to researchers, engineers, scientists, and others who want to engage in a customer discovery process for their technology. Offered regularly throughout the year, the Spark course helps participants identify markets and explore customer needs in order to understand how their technologies can be positioned competitively in their target markets. They learn to assess barriers to adoption, as well as potential regulatory issues or other challenges to commercialization. NE-I-Corps reports that since its start, over 1,200 researchers from MIT have completed the program and have gone on to launch 175 ventures, raising over $3.3 billion in funding from grants and investors, and creating over 1,800 jobs.
Constantinos Katsimpouras, a research scientist in the Department of Chemical Engineering, went through the NE I-Corps Spark program to better understand the customer base for a technology he developed with professors Gregory Stephanopoulos and Anthony Sinskey. The group received a J-WAFS Solutions grant in 2021 for their microbial platform that converts food waste from the dairy industry into valuable products. “As a scientist with no prior experience in entrepreneurship, the program introduced me to important concepts and tools for conducting customer interviews and adopting a new mindset,” notes Katsimpouras. “Most importantly, it encouraged me to get out of the building and engage in interviews with potential customers and stakeholders, providing me with invaluable insights and a deeper understanding of my industry,” he adds. These interviews also helped connect the team with companies willing to provide resources to test and improve their technology — a critical step to the scale-up of any lab invention.
In the case of Professor Cem Tasan’s research group in the Department of Materials Science and Engineering, the I-Corps program led them to the J-WAFS Solutions grant, instead of the other way around. Tasan is currently working with postdoc Onur Guvenc on a J-WAFS Solutions project to manufacture formable sheet metal by consolidating steel scrap without melting, thereby reducing water use compared to traditional steel processing. Before applying for the Solutions grant, Guvenc took part in NE I-Corps. Like Katsimpouras, Guvenc benefited from the interaction with industry. “This program required me to step out of the lab and engage with potential customers, allowing me to learn about their immediate challenges and test my initial assumptions about the market,” Guvenc recalls. “My interviews with industry professionals also made me aware of the connection between water consumption and steelmaking processes, which ultimately led to the J-WAFS 2023 Solutions Grant,” says Guvenc.
After completing the Spark program, participants may be eligible to apply for the Fusion program, which provides microgrants of up to $1,500 to conduct further customer discovery. The Fusion program is self-paced, requiring teams to conduct 12 additional customer interviews and craft a final presentation summarizing their key learnings. Professor Patrick Doyle’s J-WAFS Solutions team completed the Spark and Fusion programs at MIT. Most recently, their team was accepted to join the NSF I-Corps National program with a $50,000 award. The intensive program requires teams to complete an additional 100 customer discovery interviews over seven weeks. Located in the Department of Chemical Engineering, the Doyle lab is working on a sustainable microparticle hydrogel system to rapidly remove micropollutants from water. The team’s focus has expanded to higher value purifications in amino acid and biopharmaceutical manufacturing applications. Devashish Gokhale PhD ’24 worked with Doyle on much of the underlying science.
“Our platform technology could potentially be used for selective separations in very diverse market segments, ranging from individual consumers to large industries and government bodies with varied use-cases,” Gokhale explains. He goes on to say, “The I-Corps Spark program added significant value by providing me with an effective framework to approach this problem … I was assigned a mentor who provided critical feedback, teaching me how to formulate effective questions and identify promising opportunities.” Gokhale says that by the end of Spark, the team was able to identify the best target markets for their products. He also says that the program provided valuable seminars on topics like intellectual property, which was helpful in subsequent discussions the team had with MIT’s Technology Licensing Office.
Another member of Doyle’s team, Arjav Shah, a recent PhD from MIT’s Department of Chemical Engineering and a current MBA candidate at the MIT Sloan School of Management, is spearheading the team’s commercialization plans. Shah attended Fusion last fall and hopes to lead efforts to incorporate a startup company called hydroGel.  “I admire the hypothesis-driven approach of the I-Corps program,” says Shah. “It has enabled us to identify our customers’ biggest pain points, which will hopefully lead us to finding a product-market fit.” He adds “based on our learnings from the program, we have been able to pivot to impact-driven, higher-value applications in the food processing and biopharmaceutical industries.” Postdoc Luca Mazzaferro will lead the technical team at hydroGel alongside Shah.
In a different project, Qinmin Zheng, a postdoc in the Department of Civil and Environmental Engineering, is working with Professor Andrew Whittle and Lecturer Fábio Duarte. Zheng plans to take the Fusion course this fall to advance their J-WAFS Solutions project that aims to commercialize a novel sensor to quantify the relative abundance of major algal species and provide early detection of harmful algal blooms. After completing Spark, Zheng says he’s “excited to participate in the Fusion program, and potentially the National I-Corps program, to further explore market opportunities and minimize risks in our future product development.”
Economic and societal benefits
Commercializing technologies developed at MIT is one of the ways J-WAFS helps ensure that MIT research advances will have real-world impacts in water and food systems. Since its inception, the J-WAFS Solutions program has awarded 28 grants (including renewals), which have supported 19 projects that address a wide range of global water and food challenges. The program has distributed over $4 million to 24 professors, 11 research staff, 15 postdocs, and 30 students across MIT. Nearly half of all J-WAFS Solutions projects have resulted in spinout companies or commercialized products, including eight companies to date plus two open-source technologies.
Nona Technologies is an example of a J-WAFS spinout that is helping the world by developing new approaches to produce freshwater for drinking. Desalination — the process of removing salts from seawater — typically requires a large-scale technology called reverse osmosis. But Nona created a desalination device that can work in remote off-grid locations. By separating salt and bacteria from water using electric current through a process called ion concentration polarization (ICP), their technology also reduces overall energy consumption. The novel method was developed by Jongyoon Han, professor of electrical engineering and biological engineering, and research scientist Junghyo Yoon. Along with Bruce Crawford, a Sloan MBA alum, Han and Yoon created Nona Technologies to bring their lightweight, energy-efficient desalination technology to the market.
“My feeling early on was that once you have technology, commercialization will take care of itself,” admits Crawford. The team completed both the Spark and Fusion programs and quickly realized that much more work would be required. “Even in our first 24 interviews, we learned that the two first markets we envisioned would not be viable in the near term, and we also got our first hints at the beachhead we ultimately selected,” says Crawford. Nona Technologies has since won MIT’s $100K Entrepreneurship Competition, received media attention from outlets like Newsweek and Fortune, and hired a team that continues to further the technology for deployment in resource-limited areas where clean drinking water may be scarce. 
Food-borne diseases sicken millions of people worldwide each year, but J-WAFS researchers are addressing this issue by integrating molecular engineering, nanotechnology, and artificial intelligence to revolutionize food pathogen testing. Professors Tim Swager and Alexander Klibanov, of the Department of Chemistry, were awarded one of the first J-WAFS Solutions grants for their sensor that targets food safety pathogens. The sensor uses specialized droplets that behave like a dynamic lens, changing in the presence of target bacteria in order to detect dangerous bacterial contamination in food. In 2018, Swager launched Xibus Systems Inc. to bring the sensor to market and advance food safety for greater public health, sustainability, and economic security.
“Our involvement with the J-WAFS Solutions Program has been vital,” says Swager. “It has provided us with a bridge between the academic world and the business world and allowed us to perform more detailed work to create a usable application,” he adds. In 2022, Xibus developed a product called XiSafe, which enables the detection of contaminants like salmonella and listeria faster and with higher sensitivity than other food testing products. The innovation could save food processors billions of dollars worldwide and prevent thousands of food-borne fatalities annually.
J-WAFS Solutions companies have raised nearly $66 million in venture capital and other funding. Just this past June, J-WAFS spinout SiTration announced that it raised an $11.8 million seed round. Jeffrey Grossman, a professor in MIT’s Department of Materials Science and Engineering, was another early J-WAFS Solutions grantee for his work on low-cost energy-efficient filters for desalination. The project enabled the development of nanoporous membranes and resulted in two spinout companies, Via Separations and SiTration. SiTration was co-founded by Brendan Smith PhD ’18, who was a part of the original J-WAFS team. Smith is CEO of the company and has overseen the advancement of the membrane technology, which has gone on to reduce cost and resource consumption in industrial wastewater treatment, advanced manufacturing, and resource extraction of materials such as lithium, cobalt, and nickel from recycled electric vehicle batteries. The company also recently announced that it is working with the mining company Rio Tinto to handle harmful wastewater generated at mines.
But it’s not just J-WAFS spinout companies that are producing real-world results. Products like the ECC Vial — a portable, low-cost method for E. coli detection in water — have been brought to the market and helped thousands of people. The test kit was developed by MIT D-Lab Lecturer Susan Murcott and Professor Jeffrey Ravel of the MIT History Section. The duo received a J-WAFS Solutions grant in 2018 to promote safely managed drinking water and improved public health in Nepal, where it is difficult to identify which wells are contaminated by E. coli. By the end of their grant period, the team had manufactured approximately 3,200 units, of which 2,350 were distributed — enough to help 12,000 people in Nepal. The researchers also trained local Nepalese on best manufacturing practices.
“It’s very important, in my life experience, to follow your dream and to serve others,” says Murcott. Economic success is important to the health of any venture, whether it’s a company or a product, but equally important is the social impact — a philosophy that J-WAFS research strives to uphold. “Do something because it’s worth doing and because it changes people’s lives and saves lives,” Murcott adds.
As J-WAFS prepares to celebrate its 10th anniversary this year, we look forward to continued collaboration with MIT’s many I&E programs to advance knowledge and develop solutions that will have tangible effects on the world’s water and food systems.
Learn more about the J-WAFS Solutions program and about innovation and entrepreneurship at MIT.
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neel-initiative · 16 days ago
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Harnessing technology: The future of precision agriculture
By Vyankatesh Sharma, CEO and Founder, NEEL-INITIATIVE
In today’s fast-paced digital age, agriculture is no longer confined to traditional tools and methods. The industry is witnessing an unprecedented transformation, driven by cutting-edge technology, advanced artificial intelligence (AI), and innovative precision farming solutions. At NEEL-INITIATIVE, we are proud to lead this evolution, empowering farmers worldwide with high-tech agricultural machinery that redefines farming as a sustainable and rewarding lifestyle.
As the CEO and founder of NEEL-INITIATIVE, I am passionate about leveraging technology to revolutionize agriculture. Our mission is clear: to enhance productivity, reduce resource wastage, and provide farmers with a lifestyle worth living through state-of-the-art solutions tailored for modern needs.
The Agricultural Revolution
The agriculture industry is at the crossroads of change, with global challenges such as climate change, resource scarcity, and a rapidly growing population demanding innovative solutions. By 2050, the world will need to produce 70% more food to sustain nearly 10 billion people. Traditional farming techniques cannot meet this demand alone.
This is where precision agriculture comes in—a game-changing approach that uses technology to maximize efficiency, enhance crop yields, and promote sustainable farming practices. Precision agriculture not only optimizes farming inputs but also ensures that resources like water, fertilizers, and pesticides are used judiciously.
The Role of Technology in Precision Farming
At NEEL-INITIATIVE, we harness the power of AI-driven technologies, machine learning, and IoT-enabled agricultural machinery to deliver intelligent solutions.
Here are the key ways in which our technology is revolutionizing farming:
1. AI-Enhanced Agricultural Machinery
Our AI-powered machines are designed to make farming smarter and more efficient. From automated tractors to smart harvesters, these machines collect and analyze data in real time, offering insights that drive better decisions. They assess soil conditions, monitor crop health, and even predict the best time for planting and harvesting.
2. Data Analytics for Smart Farming
Data is the lifeblood of modern agriculture. Using drones, satellite imaging, and IoT sensors, our systems gather precise data on variables like soil fertility, moisture levels, and crop performance. This data is processed by AI algorithms, providing farmers with actionable insights to optimize every aspect of their operations.
3. Sustainable Resource Management
Sustainability is a core value at NEEL-INITIATIVE. Our solutions help conserve resources by employing advanced precision irrigation systems, which deliver the exact amount of water needed. By minimizing waste, farmers can cut costs and reduce their environmental footprint.
4. Predictive Analytics for Risk Mitigation
Through predictive models powered by machine learning, we offer farmers tools to anticipate weather changes, pest infestations, and disease outbreaks. This proactive approach helps farmers mitigate risks and improve crop resilience.
5. Blockchain for Food Traceability
Consumers today are demanding greater transparency in the food supply chain. Our technology incorporates blockchain solutions that provide end-to-end traceability, ensuring that every step of the production process is accountable and reliable.
NEEL-INITIATIVE: Leading the Future of Farming
At NEEL-INITIATIVE, we are not just building machines; we are building a legacy of innovation and empowerment. Our high-tech machinery is specifically engineered to address the unique challenges faced by farmers.
When I founded NEEL-INITIATIVE, my vision was to create a company that goes beyond selling products—we provide transformative artificial intelligence solutions that integrate seamlessly into the lives of people. Our systems are designed to enhance efficiency, promote sustainability, and ensure maximum profitability for farmers.
Why Choose NEEL-INITIATIVE?
Advanced AI Technology: Our agricultural machines are powered by cutting-edge artificial intelligence that continually learns and improves.
Ease of Use: Our tools are user-friendly, ensuring that farmers of all skill levels can adopt them without hassle.
Cost Efficiency: We design scalable solutions that fit farms of all sizes, making advanced technology affordable for small-scale farmers.
Training and Support: We offer comprehensive training programs to help farmers maximize the potential of our solutions.
A Lifestyle Worth Living
At NEEL-INITIATIVE, our tagline, "Providing a lifestyle worth living," reflects our dedication to enriching farmers' lives. Our mission is not just to improve agricultural practices but to create a future where farming is fulfilling, efficient, and environmentally responsible.
Our solutions enable farmers to:
Monitor fields remotely using mobile apps.
Optimize resources to cut costs and increase yields.
Reduce labor-intensive tasks through automation.
Make data-driven decisions for long-term success.
Overcoming Challenges
While the benefits of precision agriculture are undeniable, the road to adoption comes with challenges, including:
Lack of Awareness: Educating farmers about the potential of precision agriculture is a critical task.
Digital Divide: Bridging the gap in access to digital infrastructure is essential for widespread adoption.
At NEEL-INITIATIVE, we address these challenges by providing:
Flexible Financing Options: Helping farmers access the tools they need without financial strain.
Educational Outreach: Conducting workshops and training sessions to showcase the advantages of precision farming.
Accessible Solutions: Designing equipment that works efficiently even in areas with limited connectivity.
The Future of Agriculture
The future of agriculture lies in embracing technology and innovation. Precision agriculture is no longer a luxury—it is a necessity. By integrating AI, IoT, and big data analytics into farming, we can address the challenges of feeding a growing population while preserving the planet’s resources.
At NEEL-INITIATIVE, we are proud to be at the helm of this transformation. Our advanced tools and machinery are paving the way for a brighter, more sustainable future in agriculture.
Join the Revolution
As the CEO of NEEL-INITIATIVE, I invite farmers, technologists, and stakeholders to join us in shaping the future of farming. Together, we can create an ecosystem where technology and nature coexist harmoniously.
The future of agriculture is here, and at NEEL-INITIATIVE, we’re building it one innovation at a time.
Vyankatesh Sharma CEO and Founder, NEEL-INITIATIVE
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sintropicaconsultoria-blog · 3 months ago
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Um de nossos eixos de pesquisa são a elaboração de gifs de series temporais em NDVI ao longo do um ano para analises ambientais, no exemplo acima estuda-se o quanto o deserto de gobi da china avança e recua ao longo de um ano.
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agreads · 3 months ago
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Österlensaffran redefines industry standards with introduction of precision farming for organic saffron harvesting
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teachanarchy · 4 months ago
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Why Tech Billionaires Are Snatching Farmers' Land in Rural California
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ashimbisresearch · 5 months ago
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The Global Artificial Intelligence in Agriculture Market is expected to reach $12,478.6 million by 2034
According to BIS Research, the Artificial Intelligence in Agriculture market, valued at $1,820.2 million in 2023, is projected to grow significantly, reaching an estimated $12,478.6 million by 2034, with the forecast period extending from 2024 to 2034.
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ivie-online · 2 years ago
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technologists who lack radical/revolutionary politics argue that new tech will lead to social change, ignoring the fact that we are (and have been) perfectly equipped to address many of societys ills. our states are perfectly aware of our nutritional needs, and our collective agricultural output is astronomical. the computers we already have are more than enough to handle the incredibly complex logistics of getting things where they’re needed, without hyper ‘intelligent’ super computers. it’s not a lack of fancy new tools keeping us from progress, it’s a lack of social and political will.
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