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4AG Robotics

Autonomous mushroom harvesting robots with data

AI Co-op

Computer VisionUpdated on Nov 14
Internship · Winter 2027Salmon Arm, BC, Canada

About the Job

Requirements

  • Currently pursuing a degree in Computer Science, Computer Engineering, or a related field.
  • Familiarity with Python, C++, Keras, image annotation tools, and basic computer vision theory.
  • Experience with Unix/Linux environments, particularly Ubuntu.
  • Willingness to occasionally travel to customer sites and work in a farm environment.
  • Ability to think creatively with a product focus and consider how software interacts with electromechanical systems.
  • Strong problem-solving skills, adaptability, and ability to collaborate in a fast-paced team environment.
  • Strong communication and collaboration skills in a fast-paced engineering environment.

Responsibilities

  • Collaborate with engineers, designers, and project managers to develop software solutions for robotics products.
  • Assist with image collection, processing, and dataset creation, including data annotation, masks, labels, and augmentation, to train computer vision models.
  • Collect, organize, clean, and manage computer vision and machine-learning image datasets, including quality checks and dataset preparation.
  • Build and enhance software applications, including web-based robot diagnostic tools and customer-facing farm monitoring dashboards.
  • Apply computer vision models and learn to deploy ensemble techniques to improve model performance.
  • Support the full software stack, including front-end and back-end interactions, and contribute to user experience design.
  • Support field testing and, when required, travel to customer sites to test and validate robotics and AI systems in real-world farm environments.
  • Work with engineers to investigate issues, analyze results, and turn testing and data into actionable improvements.
  • Create and maintain reliable datasets for computer vision tasks.
  • Produce accurate and consistent image annotations that support computer vision model development and evaluation.
  • Develop software features and tools that improve robotics system functionality and usability.
  • Contribute ideas and solutions that help the team meet project goals.
  • Build technical skills in Python, C++, and machine-learning model deployment.
  • Apply and iterate on computer vision models for real-world AI applications.
  • Use machine-learning and computer-vision techniques, including model training, sliding windows, augmentation, learning-rate tuning, and early stopping.
  • Create and manage datasets through image collection, annotation, quality control, dataset balancing, and augmentation.
  • Run and test the robot, collect test data, troubleshoot issues, and evaluate performance.
  • Use Linux/Ubuntu environments and NVIDIA tools for AI development.
  • Contribute to web development for dashboards and robot diagnostics, including front-end and back-end integration.
  • Work with real-world data and understand how model performance can change between controlled testing environments and customer farms.

Desired Qualifications

  • Exposure to NVIDIA frameworks.

About the Company

4AG Robotics

Autonomous mushroom harvesting robots with data

4AG Robotics builds autonomous, vision-guided mushroom-harvesting robots that can pick, trim, and pack mushrooms around the clock. The system retrofits onto existing Dutch-rack shelving, avoiding costly infrastructure changes, and uses AI vision, precision suction grippers, and motion control to handle delicate mushrooms. It collects data to map every mushroom, monitor growth, optimize yield and quality, and enable disease detection, with a business model of upfront robot sales plus recurring services; growers typically start with 8–12 units and see ROI in under three years. The company differentiates by focusing on mushroom farming, retrofittable automation, and data-driven insights, with about CAD 57.5M raised (including a CAD 40M Series B in 2025) and deployments in Canada, Ireland, and Australia, planning expansion to the US and Netherlands.

Company size
51-200
Company stage
Series B
Total funding
$44.8M
Headquarters
Salmon Arm, Canada
Founded
1999

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