Co-build AI Snow-Agri System

@sptechnocrats

Hello there, The hard part here isn’t getting the vehicle to move autonomously it’s making perception, control, and field conditions reliable enough that it keeps working when the environment becomes unpredictable. From what I’ve understood, you already have the right foundation: waypoint navigation, ROS2 perception, and agronomic mapping. The next stage is turning that prototype into a dependable autonomy stack where SLAM, obstacle handling, vision inference, and implement control all work together under real-world pressure. The risk at this stage is usually not model accuracy alone it’s latency, edge-device limits, and hardware response consistency. What stands out is that your milestone targets are measurable, which is good. Hitting <10cm deviation and 90%+ detection on a Jetson means architecture decisions now will directly affect scale later, especially for OTA updates and multi-unit fleet management. Before starting the work, I want to clarify: 1. What sensors are currently mounted (LiDAR, RTK GPS, stereo/depth cameras)? 2. Is your current SLAM stack map-based or purely waypoint + localization? 3. How are attachment controls handled right now CAN bus, custom microcontroller, or direct ROS nodes? 4. For crop-health mapping, are you using RGB only or multispectral data? Best, Sandeep

@ZohaibRoy

⭐⭐⭐⭐⭐ Build an AI-Driven Platform for Autonomous Snow Clearing and Farming ❇️ Hi My Friend, I hope you are doing well. I've reviewed your project details and see you are looking for an expert in robotics and machine learning. Look no further; Zohaib is here to help you! My team has handled 50+ similar projects in automation and robotics. I will refine the SLAM, enhance obstacle avoidance, and optimize path planning to ensure your unit operates fully unattended. I will also train and deploy machine-learning models to identify snow, soil, crops, and hazards in real-time on Nvidia Jetson devices. My goal is to create a seamless integration between hardware and software for efficient operation. ➡️ Why Me? I can efficiently build your AI-driven platform as I have 5 years of experience in robotics software, machine learning, and cloud solutions. My expertise includes SLAM, computer vision, and data pipeline development. Additionally, I have a strong grip on hardware-software integration and telemetry streaming. ➡️ Let's have a quick chat to discuss your project in detail. I can also show you samples of my previous work. I look forward to chatting with you! ➡️ Skills & Experience: ✅ Robotics Software ✅ Machine Learning ✅ SLAM Optimization ✅ Obstacle Avoidance ✅ Path Planning ✅ Computer Vision ✅ Python Programming ✅ ROS2 ✅ OpenCV ✅ Hardware Integration ✅ Cloud Solutions ✅ Node.js Waiting for your response! Best Regards, Zohaib

@neerajdhameliya

Hello, To keep the vehicle within 10 cm of its planned path across a one-hectare field, I'll combine RTK-GNSS and IMU data using an Extended Kalman Filter (EKF) in ROS2, instead of relying on basic waypoint navigation. I have 8+ years of experience building autonomous robots and integrating hardware with software. For the first milestone, I'll optimize a lightweight AI model such as YOLOv8-seg with NVIDIA TensorRT so it can achieve 90%+ object detection accuracy on the Jetson. I'll also build a fast Node.js and WebSockets system to stream live ROS2 data to your dashboard. Which sensors are currently installed on your vehicle, such as LiDAR or stereo cameras? Best, Niral

@sajjadtaghvaeifr

Hello, I trust you're doing well. I am well experienced in machine learning algorithms, with nearly a decade of hands-on practice. My expertise lies in developing various artificial intelligence algorithms, including the one you require, using Matlab, Python, and similar tools. I hold a doctorate from Tohoku University and have a number of publications in the same subject. My portfolio, which showcases my past work, is available for your review. Your project piqued my interest, and I would be delighted to be part of it. Let's connect to discuss in detail. Warm regards. please check my portfolio link: https://www.freelancer.com/u/sajjadtaghvaeifr

@sunainawbst

✅ Lovable AI Expert | AI Development | Game Development ✅ Hi, Thank you for considering this opportunity! I bring extensive experience in implementing custom solutions powered by LLMs, conversational AI, and intelligent automation. Recently I have been working on Lovable AI for developing a gaming platform using it, complete with chat-based agent logic, expressive front-ends, and backend integrations. See here : In other project, implemented a fully automated AI agent system for intelligent meeting creation using ElevenLabs Conversational AI and Gemini (via a custom agent brain). The flow integrates voice interaction, natural language processing, location precision, and frontend. Whether you're building an internal assistant, a public-facing voice agent, or an integrated AI productivity tool, I can help bring your vision to life with robust, scalable architecture and a human-like user experience. I would love to connect and explore how we can contribute to your AI initiative. Regards Ashraf

@corpmember29

**I WILL TURN YOUR PROTOTYPE INTO A PRODUCTION-READY AUTONOMOUS ROBOTICS PLATFORM.** With **12+ years of experience** in **AI, robotics, computer vision, ROS2, Python, edge AI, and full-stack development**, we've built intelligent automation solutions integrating perception, ML, cloud dashboards, and hardware control. We'll enhance your autonomy stack with robust SLAM, obstacle avoidance, path planning, Jetson-optimized vision models, hardware integration, and a secure web dashboard for telemetry, OTA updates, and fleet management. We'll deliver scalable, well-documented solutions focused on real-world performance, reliability, and future growth. **Let's schedule a quick call** to discuss your roadmap, technical challenges, and how we can help accelerate your autonomous platform. THANKS CHRISTINA

@devendrathakur12

Hello, This is an exciting mix of robotics, AI, and edge computing. Reaching reliable autonomy will depend on how SLAM, perception, and control loops work together rather than separately. One question: which sensors are already on the vehicle, such as LiDAR, RTK GPS, stereo cameras, or IMU? That will shape the autonomy stack and vision pipeline. Looking forward to working together, and give me this task before the robot decides it deserves founder equity too. Dev S.

@Muhammadzeesha59

Hello Sir/MAM I am a skilled full stack developer. Having rich experience in Java , C++ , C , C# , Python , Eclipse , Sql , Mysql , .Net ,Oracle , Object Oriented Programming , Data Structure , Algorithms, Linux , Windows , Cloud , Azure . I have a perfect grip on “Artificial Intelligence” “Automation” , and work in “Machine Learning” Deep Learning ”. My track record as demonstrated in my 100% job completion and 5-star review rating showcases My ability to deliver exceptional results on time and with utmost quality I believe that my skill set makes me the ideal candidate for this project Please come on chat we will discuss more about this I will be waiting for your reply . Thanks and Best Regards

@dfordesigners

Hi, there. I have carefully reviewed the project requirements for Co-build AI Snow-Agri System. It is clear that you are looking for an intelligent way to automate your current workflows, and I would love to help you build a system that delivers measurable efficiency. My team and I specialize in AI automation and chatbot development that helps businesses in Turkey handle repetitive tasks without losing the human touch your customers expect. We focus on building stable, secure workflows using Software Architecture, AI Development, Python that integrate seamlessly with your existing platforms to reduce manual workload and improve response times. Our goal is to provide you with a solution that is not a black box, but a documented and manageable system that scales as your business grows. We have successfully implemented automations that allow teams to focus on strategy instead of administration. To help me put together the most efficient roadmap for your project, I have one quick question: What is the most time consuming part of this workflow that you are currently handling manually, and which platforms are you looking to integrate? Knowing this helps me determine the most effective technical path to ensure the automation provides the highest return on your investment. I am available for a discovery call to discuss your automation roadmap whenever you are ready. Best regards Kausar and the Team

@mubeenm5026

As the CEO of Web Crest, an AI and SaaS expert, I believe my team and I bring an exceptional set of skills to this ambitious project. We've amassed significant experience in AI development, specifically Python, which is fundamental for your prototype's needs. Our history includes creating sophisticated automation systems; your concept aligns perfectly with our skill set. Moreover, our proficiency is not limited to just software; we are particularly adept at hardware-software integration. Our capacity extends to developing robust control mechanisms that optimize safety and efficiency, as well as enhancing performance with edge devices like the Nvidia Jetson class. Our knowledge of languages like Node.js uniquely positions us to deliver your cloud dashboard, so crucial for telemetry streamlining and system management.

@shadabkhan92

As a team, our greatest joy comes from not just building prototypes but developing production-grade systems that make a real impact in the world. That's why your AI Snow-Agri System project resonated with us deeply. Our core competency lies in designing agentic AI - AI that performs autonomously and makes real-time decisions at the edge. We've worked extensively with machine learning (specifically vision networks like the one you need) and integrated them into everyday workflows such as ERP systems like Odoo. In terms of skill set, we tick off almost all your requirement boxes - robotics software, ML models, hardware-software integration and cloud dashboard streaming. For example, our work involves refining key robotic functionalities like SLAM, obstacle avoidance and path planning to achieve true autonomy - definitely matching up to your expectations. To add further credibility, the devices we work on are cloud-connected generating live telemetry and responding to OTA updates - having been deployed across AWS, GCP and Azure.

@MuhammadUzair16

Hi I am an embedded systems and robotics software engineer with over 16 years of experience. I have worked on autonomous machines, ROS/Python based perception, Jetson edge deployment, control integration and production-grade connected devices, so this project fits both my robotics and full product development background. For the first milestone I would focus on making the prototype measurable and field-repeatable: tighten localization and path following, improve obstacle handling, tune the implement control loops, and build a practical vision pipeline that can run in real time on Jetson hardware. In parallel, I can help with the basic cloud dashboard for live position, battery/job state and later OTA support, so the system is not just a lab demo but a product path from field testing to production. A few points I would like to understand are the current vehicle platform, sensors available, Jetson model, RTK/GNSS setup if any, and how much labeled snow/crop data you already have. I am also open to a technical co-founder style role if the equity, responsibilities and roadmap are clear. Please contact me to discuss details.

@RusianD

❤️Hi there ❤️ As a skilled engineer, I can do your project perfect. Please check my reviews to verify my skills. To be honest, developers with many comments are agents of agencies or outsourcing companies. Therefore, I believe I am the most suitable candidate for your project. I have a few ideas for your project, and I would like to confirm via private chat whether they align with your thoughts. Warm Regards, Ruslan

@amirrmusavifr

Hi, I’m an AI expert with professional experience in computer vision, with a proven track record of working on complex image processing and AI/ML model development. With skill sets: • Algorithm Development: Strong understanding of computer vision algorithms and techniques, including convolutional neural networks (CNNs), object detection, image segmentation and feature extraction. • Model Training & fine-tuning: Develop and train machine learning models tailored for image analysis and visual data interpretation. I have worked on some well-known models like YOLO, RCNN, U-Net, Deeplab, ViT etc. • AI Integration: Implement and integrate AI models into existing software and hardware systems, ensuring high performance and scalability. • Data Analysis: Analyze and process large datasets of images and video feeds to identify patterns, trends, and insights. • Data Handling: Experience in handling and processing large datasets, including image and video data. Familiarity with data augmentation techniques and synthetic data generation. • Performance Optimization: Optimize algorithms and models for real-time processing and ensure they can handle large-scale data efficiently. • Programming Skills: Proficient in programming languages such as Python. Experience with deep learning frameworks like TensorFlow, PyTorch, or Keras. • Tools & Libraries: Proficiency with OpenCV, scikit-image, and other relevant libraries. Experience with version control systems like Git.

@dataspro

Nice to meet you ,The requirements of your project match my areas of work and skills, to introduce myself. My name is Anthony Muñoz and i am the lead engineer for DS Pro IT agency. I have worked for over 10 years as a Full-Stack and software development engineer and have successfully done multiple jobs. It will be a pleasure to work together to make your project. Feel free to discuss about the project with me, greetings.

@rosscarter1011

Hey, the SLAM and obstacle avoidance piece for unattended runs is the real challenge here, especially keeping path deviation under 10cm on uneven farmland. I’d start by tightening up the sensor fusion between whatever you’re using now and the Jetson’s perception output before touching the vision model. The snow vs crop row detection at 90% is doable but lighting changes in the field will be your biggest headache. What’s the current sensor setup on the prototype, lidar, stereo cameras, or just the OpenCV pipeline you mentioned?

@mahads31

At Solves Inn, we are deeply excited about the possibilities of AI in innovative projects like the one you're spearheading. With our substantial experience in AI development and advanced Python programming, we are confident that we can tackle the challenges your project entails effectively. Our team's strength lies in building comprehensive, end-to-end solutions like you need for this snow-agri system, incorporating both hardware and software capabilities. We have successfully developed and deployed machine learning models on edge devices precisely similar to the vision networks you're looking for. Moreover, our expertise in robotics software includes pioneering work in SLAM, obstacle avoidance, path planning - all critical elements for an effective automation stack like what you envision. From working with start-ups to international clients across industries, we've acquired versatility and adaptability. Innovation and iterative methodology are woven into our DNA; qualities that perfectly align with your entrepreneurial mindset and iterative workflow.

@krupnovdenis

Hello! We can provide an external team to help build this autonomous AI robotics platform. 1. Are you open to working with an external contractor or team for these tasks? 2. Which parts should be prioritized first: autonomy, vision, integration, or dashboard? — About us We are dZENcode – a full-cycle IT company for digital product development: from design and programming to integrations and post-release support. We build projects from scratch and also work on existing solutions that need further development, improvements, or technical support. You can find detailed information about our services and rates on our official website: https://dzencode.com. Please review it – after that, we can discuss the details and agree on the next step. ⚠️ After clarifying all details, we will define the scope, the suitable cooperation format – task-based, outsourcing, or outstaffing – and the final cost. Projects are guaranteed to reach release with us: • 10+ years providing IT services; • 90+ in-house specialists; • 250+ public reviews since 2015; • We support products under SLA after launch; • We work under NDA and a company contract!

@Aaleen110

I understand you're building an AI-driven platform for autonomous snow clearing and farmland servicing, with a working prototype utilizing Python, ROS2, and OpenCV for waypoint navigation. My experience in refining SLAM and obstacle avoidance for unattended outdoor operation, including a project where I achieved 99.8% autonomous navigation accuracy in complex environments, directly aligns with your need to make the unit run truly unattended. I will deliver a production-ready robotics software stack, enhancing your ROS2 system with advanced SLAM algorithms like ORB-SLAM3 and incorporating dynamic window approach (DWA) for obstacle avoidance, all implemented in C++ for performance. For machine learning, I will train and deploy custom YOLOv8 models within a TensorFlow Lite framework for efficient on-device inference, enabling precise crop-health identification and defect detection. What is the target resolution for the crop-health mapping data? Ready to start as soon as you confirm scope.