{"schemaVersion":"jobsearcher.job.v1","id":"3b1681e9e3163f7eda435ffd","url":"https://jobsearcher.com/jobs/3b1681e9e3163f7eda435ffd","canonicalUrl":"https://jobsearcher.com/jobs/3b1681e9e3163f7eda435ffd","title":"Machine Learning Engineer","description":"Founding Machine Learning Engineer (Equity-Based) – Robotics & Hand Dexterity StartupLocation: South Florida (Hybrid/Remote Considered)We are building a company focused on solving one of the most challenging problems in robotics: hand dexterity and object manipulation.Our technology uses a sensor-equipped glove to capture human manipulation data, creating a foundation for robotic learning, prosthetics, automation, and cross-embodiment intelligence. By combining motion capture, tactile sensing, force sensing, and robotic feedback, we aim to teach machines how humans interact with the physical world.While the company is only one week old, we have already seen significant traction, strong investor interest, and have been nominated as one of only 20 companies selected to attend the Florida Venture Forum's early-stage venture competition.We are currently pre-funding and focused on building a working prototype that will be demonstrated to investors as part of our fundraising efforts.What We're Looking ForWe are seeking an exceptional Machine Learning Engineer who can help transform raw manipulation data into intelligent robotic behaviors.This role will focus on teaching robots how to understand, predict, and replicate human dexterity using data collected from our sensor-equipped glove platform.ResponsibilitiesDevelop machine learning models that learn human hand dexterity and manipulation behaviors.Train models using motion, force, pressure, tactile, and sensor-fusion datasets.Learn and model object manipulation patterns across a wide range of tasks and environments.Develop cross-embodiment mapping systems that transfer human actions to robotic hands and other robotic platforms.Build models capable of predicting grasp intent and manipulation objectives before actions are completed.Design training pipelines for collecting, processing, labeling, and validating manipulation datasets.Develop imitation learning, reinforcement learning, and behavior-cloning approaches for robotic control.Collaborate with software, embedded systems, and mechanical engineers to create an end-to-end learning system.Evaluate model performance and continuously improve dexterity, precision, and generalization capabilities.Support the development of investor-ready demonstrations and proof-of-concept systems.QualificationsWe are not looking for average talent.To qualify, you must demonstrate exceptional engineering ability, creativity, adaptability, and problem-solving skills. Startup environments require individuals who can operate with limited resources, move quickly, and find solutions where others see obstacles.Ideal candidates will have experience in:Machine Learning and Deep LearningPyTorch, TensorFlow, or JAXRobotics and robotic manipulationReinforcement LearningImitation Learning and Behavior CloningComputer Vision and Sensor FusionMotion Capture and Human Activity RecognitionTime-Series Modeling and Sequential LearningData Pipeline DevelopmentPython and modern ML toolingLarge-scale model training and evaluationRobotics simulation environments such as Isaac Sim, MuJoCo, or Gazebo (preferred)Experience in robotic hands, prosthetics, dexterous manipulation, or cross-embodiment learning is highly desirable.The ideal candidate is someone who can transform large amounts of sensor data into intelligent robotic behavior and help create the next generation of dexterous robotic systems.CompensationThis is a founding-stage opportunity.Initially, compensation will be equity-based during a probationary period. Your primary objective will be helping us build a working demonstration prototype.Upon successful completion of this milestone and the securing of investment funding, the position is expected to transition into a salaried role while maintaining meaningful equity participation in the company.We believe the opportunity to solve hand dexterity at scale has the potential to become one of the most significant advancements in robotics, automation, prosthetics, and human-machine interaction. We are looking for someone who shares that vision and wants to help build something transformative from the ground up.If you are confident in your abilities, excited by difficult technical challenges, and interested in becoming a founding member of a high-potential robotics company, we'd love to hear from you.Apply by sending your resume, GitHub, research papers, portfolio, or examples of machine learning, AI, robotics, or data-driven projects you have built.","company":"Plainhand","rawCompany":"plainhand","city":"Denver","state":"CO","isRemote":false,"isActive":false,"createdAt":"2026-08-19T12:13:54.137Z","occupations":[{"code":"17-2199.08","title":"Robotics Engineers","slug":"robotics-engineers"},{"code":"15-1221.00","title":"Computer and Information Research Scientists","slug":"computer-and-information-research-scientists"},{"code":"15-2051.00","title":"Data Scientists","slug":"data-scientists"}],"industries":[{"code":"541715","title":"Research and Development in the Physical, Engineering, and Life Sciences (except Nanotechnology and Biotechnology)","slug":"research-and-development-in-the-physical-engineering-and-life-sciences-except-nanotechnology-and-biotechnology"},{"code":"541330","title":"Engineering Services","slug":"engineering-services"},{"code":"541511","title":"Custom Computer Programming Services","slug":"custom-computer-programming-services"}],"jobPosting":{"@context":"https://schema.org","@type":"JobPosting","title":"Machine Learning Engineer","description":"Founding Machine Learning Engineer (Equity-Based) – Robotics & Hand Dexterity StartupLocation: South Florida (Hybrid/Remote Considered)We are building a company focused on solving one of the most challenging problems in robotics: hand dexterity and object manipulation.Our technology uses a sensor-equipped glove to capture human manipulation data, creating a foundation for robotic learning, prosthetics, automation, and cross-embodiment intelligence. By combining motion capture, tactile sensing, force sensing, and robotic feedback, we aim to teach machines how humans interact with the physical world.While the company is only one week old, we have already seen significant traction, strong investor interest, and have been nominated as one of only 20 companies selected to attend the Florida Venture Forum's early-stage venture competition.We are currently pre-funding and focused on building a working prototype that will be demonstrated to investors as part of our fundraising efforts.What We're Looking ForWe are seeking an exceptional Machine Learning Engineer who can help transform raw manipulation data into intelligent robotic behaviors.This role will focus on teaching robots how to understand, predict, and replicate human dexterity using data collected from our sensor-equipped glove platform.ResponsibilitiesDevelop machine learning models that learn human hand dexterity and manipulation behaviors.Train models using motion, force, pressure, tactile, and sensor-fusion datasets.Learn and model object manipulation patterns across a wide range of tasks and environments.Develop cross-embodiment mapping systems that transfer human actions to robotic hands and other robotic platforms.Build models capable of predicting grasp intent and manipulation objectives before actions are completed.Design training pipelines for collecting, processing, labeling, and validating manipulation datasets.Develop imitation learning, reinforcement learning, and behavior-cloning approaches for robotic control.Collaborate with software, embedded systems, and mechanical engineers to create an end-to-end learning system.Evaluate model performance and continuously improve dexterity, precision, and generalization capabilities.Support the development of investor-ready demonstrations and proof-of-concept systems.QualificationsWe are not looking for average talent.To qualify, you must demonstrate exceptional engineering ability, creativity, adaptability, and problem-solving skills. Startup environments require individuals who can operate with limited resources, move quickly, and find solutions where others see obstacles.Ideal candidates will have experience in:Machine Learning and Deep LearningPyTorch, TensorFlow, or JAXRobotics and robotic manipulationReinforcement LearningImitation Learning and Behavior CloningComputer Vision and Sensor FusionMotion Capture and Human Activity RecognitionTime-Series Modeling and Sequential LearningData Pipeline DevelopmentPython and modern ML toolingLarge-scale model training and evaluationRobotics simulation environments such as Isaac Sim, MuJoCo, or Gazebo (preferred)Experience in robotic hands, prosthetics, dexterous manipulation, or cross-embodiment learning is highly desirable.The ideal candidate is someone who can transform large amounts of sensor data into intelligent robotic behavior and help create the next generation of dexterous robotic systems.CompensationThis is a founding-stage opportunity.Initially, compensation will be equity-based during a probationary period. Your primary objective will be helping us build a working demonstration prototype.Upon successful completion of this milestone and the securing of investment funding, the position is expected to transition into a salaried role while maintaining meaningful equity participation in the company.We believe the opportunity to solve hand dexterity at scale has the potential to become one of the most significant advancements in robotics, automation, prosthetics, and human-machine interaction. We are looking for someone who shares that vision and wants to help build something transformative from the ground up.If you are confident in your abilities, excited by difficult technical challenges, and interested in becoming a founding member of a high-potential robotics company, we'd love to hear from you.Apply by sending your resume, GitHub, research papers, portfolio, or examples of machine learning, AI, robotics, or data-driven projects you have built.","datePosted":"2026-08-19T12:13:54.137Z","dateModified":"2026-08-19T12:13:54.137Z","hiringOrganization":{"@type":"Organization","name":"Plainhand","sameAs":"https://jobsearcher.com"},"jobLocation":{"@type":"Place","address":{"@type":"PostalAddress","addressLocality":"Denver","addressRegion":"CO","addressCountry":"US"}},"identifier":{"@type":"PropertyValue","name":"JobSearcher","value":"3b1681e9e3163f7eda435ffd"},"url":"https://jobsearcher.com/jobs/3b1681e9e3163f7eda435ffd"}}