Redes Sociales

Kosala Nayanajith Deshapriya

𝗢𝘂𝗿 𝗺𝗼𝗱𝗲𝗹 𝘀𝗮𝗶𝗱 "𝗧𝗼𝗺𝗮𝘁𝗼 𝗟𝗲𝗮𝗳" 𝘄𝗶𝘁𝗵 𝟵𝟲% 𝗰𝗼𝗻𝗳𝗶𝗱𝗲𝗻𝗰𝗲. 𝗕𝘂𝘁 𝘄𝗮𝘀 𝗶𝘁 𝗮𝗰𝘁𝘂𝗮𝗹𝗹𝘆 𝗹𝗼𝗼𝗸𝗶𝗻𝗴 𝗮𝘁 𝘁𝗵𝗲 𝗹𝗲𝗮𝗳 ?🍅 We ran 𝗚𝗿𝗮𝗱-𝗖𝗔𝗠 on our 𝗥𝗲𝘀𝗡𝗲𝘁-𝗯𝗮𝘀𝗲𝗱 𝗹𝗲𝗮𝗳 𝗶𝗱𝗲𝗻𝘁𝗶𝗳𝗶𝗰𝗮𝘁𝗶𝗼𝗻 𝗺𝗼𝗱𝗲𝗹 to visualize where it was focusing during predictions - and the results were a wake-up call. The heatmaps revealed the model wasn't just reading leaf shape, veins, and texture. It was also picking up cues from the background - soil, surrounding foliage, lighting - and using that as a shortcut to the "right" answer. High accuracy ≠ the model actually understands what it's looking at. This is why explainability tools like 𝗚𝗿𝗮𝗱-𝗖𝗔𝗠 matter just as much as accuracy metrics. A model can ace your test set for entirely the wrong reasons - and fail the moment it sees a leaf in an unfamiliar setting. 📊 Swipe to see the heatmap comparison. 💬 Curious - has anyone else caught background bias in their vision models? Would love to compare notes. #ExplainableAI #GradCAM #DeepLearning #ComputerVision #MachineLearning #AgriTech #PlantPathology #ResNet #XAI #AIResearch

Bharat Huria

Indian Agriculture – Macro Efficiencies & Deficiencies Looking to understand the future of Indian Agriculture? 🌾 The sector is at a crossroads, and it’s time for Transformational Reforms to move from surplus waste to precision efficiency. 🚜 Currently, India faces a staggering challenge: nearly 30-40% of fruits and vegetables are wasted, amounting to an estimated ₹40,000 crore loss annually. The mismatch between what we grow and what we actually eat and/or need creates overheads that burden both farmers and consumers.   The Blueprint for Change: This research outlines a data-driven path to streamlining the agricultural ecosystem: ✅ Demand-Side Planning: By calculating the precise calorific and nutritional requirements of the population (~ 3677 calories per person as an average), we can determine exactly what needs to be produced. ✅ Digital Land Mapping: Using digital tools to map every agricultural tract and village-level yield to bridge the gap between production and local demand. ✅ Smart Supply Chains: Reducing the distance between "population hubs" (demand) and "production centres" (supply) to minimize storage costs and wastage. ✅ Modern Techniques: Integrating hydroponics, aquaponics, and specialized storage for different crop types (e.g., low humidity for grains vs. high humidity for fruits).   The Impact? 📈 Eliminating these inefficiencies could save the economy up to ₹15.5 Lakh Crore per year, curb food inflation, and ensure higher income for farmers through organized exports. Real reform requires a top-down, lateral, and bottom-up approach, ensuring our farmers are the primary stakeholders in this digital revolution. Let’s build a resilient, waste-free agricultural future for India! 🇮🇳 #Agriculture #AgriTech #SupplyChain #India #Sustainability #FoodSecurity #PrecisionFarming #DigitalIndia

Mostafa Adel

The Democratization of Healing 🌍💊 | Introducing the "Pharma-AgriMed" Ecosystem ​The traditional models of healthcare and agriculture are evolving. Inspired by pharmaceutical visionaries who prioritize human life over profit, we are merging Edge AI, IoMT, and AgTech to create a decentralized system that dynamically grows medicine directly in our crops. ​💡 How Bio-Responsive Farming Works: ​Monitor (IoMT): Wearables continuously track community health trends (e.g., detecting rising blood sugar or viral threats). ​Process (Edge AI): Local nodes instantly and securely analyze this data with zero latency. ​Cultivate (Pharma-AgriTech): Smart farms automatically adjust soil biomes to bio-fortify crops with the exact active pharmaceutical ingredients (APIs) the local population needs. ​Deliver: These natural APIs are harvested for localized medicine production or sent to automated "Farm-to-Body" smart kitchens. ​🚀 The Global Impact: ​👨‍⚕️ Healthcare Equity: Drastically reduces drug costs by growing therapeutics locally, making healing a universal right. ​🛡️ Supply Chain Resilience: Localizes pharmaceutical production, making communities immune to global supply chain disruptions. ​💻 Engineering Frontier: Requires novel, Zero-Trust IoT architectures linking patient wearables directly to agricultural hubs. ​Technology without a humanitarian core is just machinery. The future of medicine isn't just in laboratories; it’s in the intelligent synergy of soil, data, and human compassion. ​#PharmaTech #AgTech #HealthTech #EdgeAI #IoMT #IoT #Innovation #HealthcareEquity #Engineering #FutureOfMedicine

Shruti Aher

🌱 Excited to share the working demo of my Plant Disease Detection System! This project uses Machine Learning to identify plant diseases, showcasing how AI can contribute to smarter and more efficient agriculture. 🔹 Developed using Python & Machine Learning 🔹 Image-based Disease Detection 🔹 Flask Web Application 🔹 User-friendly Interface with HTML, CSS & Bootstrap Working on this project improved my skills in machine learning, model integration, and web application development while solving a real-world agricultural problem. I'm passionate about building AI solutions that create real impact. Feedback and suggestions are always welcome! #MachineLearning #Python #ArtificialIntelligence #ComputerVision #PlantDiseaseDetection #AgriTech #Flask #DataScience #StudentProject #ProjectShowcase

AIC-CIIC

@aicciic

We are excited to announce the Grand Inauguration of AIC–CIIC! We are honoured to welcome Mr.Bharathi Athinarayanan, Founder-Agrowitz (https://t.co/LzFKz7IiNk) as part of the AIC–CIIC Inauguration during the 5th Mega Demo Day 2026. Date: 5th August 2026 Venue: AIC CIIC, https://t.co/9zOYuHbS2Y

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shree s

🌱 Healthy Soil is the Foundation of Every Successful Harvest! 🧪🌾 Download PDF Brochure: https://lnkd.in/gKKATwqY Did you know that applying fertilizers without testing your soil can lead to nutrient imbalance, lower crop yields, and unnecessary costs? Chemical Soil Testing provides farmers with the insights they need to make smarter, data-driven decisions for healthier crops and sustainable farming. 🔬 Why Chemical Soil Testing Matters ✅ Measures soil pH and nutrient availability. ✅ Identifies macro and micronutrient deficiencies. ✅ Optimizes fertilizer recommendations for maximum efficiency. ✅ Improves crop yield, quality, and profitability. ✅ Prevents soil degradation and nutrient loss. ✅ Supports sustainable and precision agriculture. 📊 Key Parameters Analyzed • Soil pH • Nitrogen (N) • Phosphorus (P) • Potassium (K) • Calcium, Magnesium & Sulfur • Organic Carbon (OC) • Micronutrients (Zn, Fe, Mn, Cu, B & more) 🌍 As agriculture embraces precision farming, AI-driven analytics, and data-based nutrient management, chemical soil testing is becoming an essential tool for improving productivity while protecting natural resources. Investing in soil health today means higher yields, lower input costs, and a more sustainable future. 💬 How often do you conduct soil testing before planting? 🔹 Every season 🔹 Once a year 🔹 Only when crop performance declines 🔹 We haven't started yet Share your experience in the comments! 👇 #ChemicalSoilTesting #SoilHealth #Agriculture #PrecisionAgriculture #AgriTech #SmartFarming #SustainableAgriculture #CropNutrition #FertilizerManagement #SoilScience #FarmInnovation #FoodSecurity #Sustainability #AgriculturalTechnology #FutureOfFarming

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Kishor Mahale

🌱 Real-Time Soil Intelligence Reaching Farmers Across India! 🚜 Today, I had the privilege of demonstrating SoilMaster™, our AI & IoT-powered real-time soil analysis solution, at a Guava Orchard in Shinde Palse, Nashik, Maharashtra. The event was attended by 150+ progressive farmers from across Maharashtra and neighboring states, including Nanded, Nagpur, Sangli, Sangola, Dharashiv (Osmanabad), Chikhali, Nashik District, Gujarat, Bhopal (Madhya Pradesh), and Haryana. It was truly inspiring to see farmers, agronomists, and agricultural professionals come together to explore the future of precision agriculture. A heartfelt thank you to Mr. Yogesh Gaidhani, Founder of Rukmini Farm and a renowned Guava Consultant, for organizing this outstanding knowledge-sharing event and providing us with the opportunity to showcase how technology can transform farming. During the live demonstration, participants experienced how SoilMaster™ delivers instant insights into: ✅ Nitrogen (N) ✅ Phosphorus (P) ✅ Potassium (K) ✅ Soil pH ✅ Electrical Conductivity (EC) ✅ Soil Moisture ✅ Soil Temperature The response from the farming community was overwhelming. Farmers appreciated the innovation and recognized the value of real-time soil analysis in reducing fertilizer costs, improving irrigation management, enhancing soil health, and increasing crop productivity. Seeing farmers from different regions appreciate SoilMaster™ reinforces our mission to empower agriculture with affordable, science-driven, and data-based decision-making. A sincere thank you to every farmer who participated, asked insightful questions, and shared valuable feedback. Your encouragement inspires us to continue innovating for Indian agriculture. Together, we are building a smarter, more sustainable future for farming. 🌱🇮🇳 #SoilMaster #DenebrixTechnologies #PrecisionAgriculture #SmartFarming #Agritech #SoilHealth #GuavaFarming #FarmerFirst #Innovation #IoT #DigitalAgriculture #Nashik #Maharashtra #Gujarat #Haryana #MadhyaPradesh #SustainableAgriculture #AgriInnovation #MakeInIndia #StartupIndia

Pawan Mohanta

@errpwn

🤖 AI is helping farmers detect crop diseases before they spread. 📸 Image analysis 🌦️ Weather insights 🛰️ Crop monitoring 📊 Early alerts 🎯 Targeted treatment Earlier action. Healthier crops. Better harvests. #AIinAgriculture #AgriTech #SevenevaFoundation https://t.co/m4B47xE7uj

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Madhumithaa S

🌱 5 AI Tools Every Agriculture Student Should Learn in 2026 Artificial Intelligence is changing the way we learn, research, and solve agricultural challenges. As agriculture becomes more technology-driven, learning AI tools is becoming an important skill for students. Here are five AI tools every agriculture student should explore: 1️⃣ ChatGPT – Understand concepts, prepare notes, generate assignments, and practice interview questions. 2️⃣ Google Gemini – Research agricultural topics, compare farming practices, and stay updated with new developments. 3️⃣ NotebookLM – Turn lecture notes and research papers into summaries, study guides, and quick answers. 4️⃣ Canva AI – Create professional presentations, posters, infographics, and visual content for seminars and projects. 5️⃣ Microsoft Copilot – Improve reports, presentations, Excel analysis, and overall productivity. AI is not a replacement for agricultural knowledge—it is a tool that helps us learn faster, think smarter, and work more efficiently. Which AI tool do you use the most, and which one are you excited to try? Share your thoughts below! 🌾 #ArtificialIntelligence #Agriculture #AgriTech #BScAgriculture #Students #Learning #CareerGrowth #Technology #FutureOfAgriculture

Pierre Emmanuel DEVILME

🇭🇹 Et si la clé de la résilience économique d’Haïti se trouvait dans nos poches… et dans le cloud ? Haïti fait face à des défis structurels considérables. Pourtant, au milieu de ces difficultés, une opportunité se dessine: le numérique peut devenir un puissant levier de transformation économique et sociale. Les nouvelles technologies ne doivent plus être considérées comme un simple outil. Elles peuvent contribuer à réinventer notre façon de produire, de financer, de gouverner et d’entreprendre. Voici 4 secteurs dans lesquels le numérique peut changer la donne : 1. Révolution agricole — Agritech Utiliser les technologies pour améliorer la productivité agricole, faciliter l’accès aux marchés, mieux anticiper les risques et connecter directement producteurs et consommateurs. 2. Inclusion financière pour tous Le numérique peut faciliter l’accès aux services financiers, notamment pour les populations éloignées du système bancaire traditionnel, tout en favorisant les paiements numériques et le développement des petites entreprises. 3. Modernisation de l’État La digitalisation des services publics peut contribuer à rendre l’administration plus accessible, plus efficace et plus transparente. 4. L’essor des startups locales Haïti dispose d’une jeunesse créative et entreprenante. Avec un environnement favorable, les startups peuvent devenir des moteurs d’innovation, d’emplois et de création de valeur. Mais soyons réalistes : le potentiel ne suffit pas. L’accès encore limité à Internet, l’instabilité du réseau électrique, le coût des équipements et le déficit de compétences numériques constituent des obstacles majeurs. C’est pourquoi la transformation numérique d’Haïti doit être un projet collectif. - L’État doit créer un environnement favorable. - Le secteur privé doit investir et innover. - La diaspora peut apporter son expertise, ses réseaux et ses capitaux. - La jeunesse doit être au cœur de cette transformation. ...

Sayali kate

🌱 New beginnings! Excited to share that I've joined Shoption Pvt. Ltd. as a B2B Sales Executive – VRM (Village Relationship Manager), representing their flagship brand GBRU. Shoption is India's 1st Agri B2B e-commerce platform, connecting over 5000+ agro-machinery dealers across Maharashtra, Gujarat, Madhya Pradesh & Haryana. Working in 24+ states, GBRU takes this further with smart IoT irrigation systems, solar-powered farm equipment, seeders, harvesters, and agri-credit solutions built for the Indian farmer. In my role, I'll be driving field sales and dealer relationships across Dhule, Nandurbar, Nashik, Thane, Palghar, and Mumbai — a 6-district territory at the heart of Maharashtra's agricultural economy. My focus will be on strengthening last-mile connections between GBRU and village-level dealers, ensuring farmers get access to the right technology at the right time. With a background in Agricultural Sciences and an MBA in Marketing, this role lets me bring both my technical grounding and B2B sales experience to a mission I genuinely care about — making modern farming tools accessible to rural India. Thankful to the Shoption team for this opportunity. Excited for the journey ahead! 🚜💧 #B2BSales #AgriTech #GBRU #Shoption #VillageRelationshipManager #Maharashtra #NewBeginnings #IrrigationTech #RuralIndia

SourceTrace

@SourceTraceSys

Strong partnerships build sustainable futures. This #FriendshipDay, we're celebrating the trust that connects farmers, businesses, and communities through smarter traceability and sustainable agriculture. #Traceability #AgriTech #India #Kenya #Nigeria #Indonesia #Brazil #ESG https://t.co/DUZVXHlSkc

DOGRA Ultra_Right ( 𑚛𑚭𑚑𑚏𑚭 𑚀𑚭𑚲𑚭 𑚛𑚭𑚃𑚭 )

@Dogra_Ultra11

From chemical sprays to AI-powered laser precision. 🇮🇳🌾 India's deep-tech revolution is reaching the farms. #MadeInIndia #AI #AgriTech https://t.co/ke5jVOozLu

Ngwala Inventions

Ngwala Inventions is proud to announce that its CEO, an African Union Food and Energy Sovereignty Builder, is participating in the African Union Investment Readiness Program during the Specialized Technical Committee (STC) on Education, Science, Technology and Innovation. The program brings together promising African innovators and entrepreneurs to strengthen their investment readiness, refine business strategies, and engage with investors and strategic partners committed to supporting high-impact innovations across the continent. Through this opportunity, Ngwala Inventions will showcase its innovative solutions that transform organic waste into AI-optimized dual-action biopesticides and biofertilizers delivered through AI driven solar powered bio-input dispensing machines on demand, on pay as you go and after harvest financing model, helping smallholder farmers improve productivity, restore soil health, and build climate-resilient agricultural systems. Participation in the program reinforces the company's commitment to advancing sustainable agriculture, promoting the circular economy, and contributing to Africa's food security and environmental restoration goals. Ngwala Inventions appreciates the African Union for creating this platform to support innovation, entrepreneurship, and investment across Africa. The company looks forward to building new partnerships that will accelerate the adoption of its technologies and expand its impact throughout the continent. Together, we can build a more resilient, innovative, and sustainable Africa. #AfricanUnion #InvestmentReadiness #STC #STISA #Innovation #NgwalaInventions #Agritech #ClimateSmartAgriculture #ArtificialIntelligence #CircularEconomy #WasteToValue #Biofertilizer #Biopesticides #FoodSecurity #RegenerativeAgriculture #Entrepreneurship #ImpactInvesting #AfricaInnovation #GreenInnovation #SustainableDevelopment #SDG2 #SDG8 #SDG9 #SDG12 #SDG13 #SDG15 #SDG17

Frédéric Damaisin

🌾 L’agriculture 2.0 fait rêver… mais la réalité est plus nuancée. Quand on parle d’IA, de robots ou de capteurs dans les champs, on imagine une transformation rapide. Sur le terrain, c’est souvent plus progressif. Les enjeux économiques, le temps disponible, la pression sur les marges rendent l’adoption beaucoup plus complexe qu’on ne le pense. Finalement, la technologie seule ne suffit pas. Elle doit s’adapter aux contraintes très concrètes du métier. Dans vos secteurs, comment faites-vous pour que l’innovation reste connectée aux réalités opérationnelles ? 🔗 #Agriculture #Innovation #AgriTech #Durabilité

NDAGIJIMANA D'amour

🌱 Building Technology to Support Smart Agriculture in Rwanda 🇷🇼 Agriculture remains one of the most important sectors in Rwanda, and technology can play a big role in helping farmers make better decisions. I am currently exploring the development of AgriVision AI — an AI-powered platform focused on crop disease detection and precision agriculture using computer vision and deep learning. The goal is to help farmers: ✅ Detect crop diseases earlier ✅ Reduce crop losses ✅ Improve productivity through data-driven decisions ✅ Access smarter agricultural solutions As a Full-Stack Developer and ICT Support Specialist, I believe the future of technology is not only about creating applications, but about building solutions that solve real-world challenges. My journey continues with: 💻 Full-Stack Development 🤖 Artificial Intelligence 🌍 Digital transformation in Rwanda Always learning. Always building. 🚀 #ArtificialIntelligence #MachineLearning #FullStackDevelopment #Agritech #RwandaTech #SoftwareDevelopment #Innovation