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1 week ago

India Recro Full time

AI Engineer - Manufacturing Analysis Platform Company Overview We are building the next generation of AI-powered manufacturing analysis tools, starting with a revolutionary browser-based platform that enables engineers to instantly analyze plastic injection molding designs. Our mission is to democratize advanced manufacturing analysis by making sophisticated DFM (Design for Manufacturing) and moldflow analysis accessible to engineers worldwide through an intuitive drag-and-drop interface. We're seeking a passionate AI Engineer to lead the development of our core AI analysis engine. You'll be architecting and implementing machine learning models that can analyze 3D CAD geometry in real-time, predict manufacturing issues, and provide actionable recommendations to improve design manufacturability. AI/ML Development Design and implement ML models for geometric analysis of injection molded plastic parts Develop computer vision algorithms for automated feature detection in 3D CAD models Build predictive models for manufacturing cost estimation, cycle time prediction, and defect analysis Create real-time inference engines optimized for browser-based deployment using TensorFlow.js/ONNX.js Design data pipelines for continuous model training and improvement Architect browser-based AI systems that can process large 3D models efficiently Integrate STEP/STL file processing with AI analysis workflows Develop WebAssembly modules for high-performance geometry computation Build scalable model serving infrastructure supporting real-time analysis Manufacturing Analysis Develop DFM analysis algorithms for wall thickness, draft angles, undercuts, gate placement Build moldflow simulation capabilities using AI-accelerated CFD techniques Implement quality prediction models for common injection molding defects Stay current with AI/ML advances in manufacturing and CAD analysis Experiment with cutting-edge techniques like neural radiance fields, graph neural networks for 3D data Collaborate with manufacturing experts to validate and improve AI recommendations 4+ years of AI/ML engineering experience with production deployments ~ Strong proficiency in Python with TensorFlow, PyTorch, or similar ML frameworks ~ Experience with 3D geometry processing using libraries like Open3D, PCL, or similar ~ JavaScript/TypeScript expertise for browser-based AI deployment (TensorFlow.js, ONNX.js) ~ Computer vision and geometric deep learning experience ~ Understanding of CAD file formats (STEP, STL, OBJ) and 3D mesh processing ~ Experience with fine tuning ML models WebAssembly development for high-performance browser applications Cloud platform experience (AWS, GCP, Azure) for model training and deployment Database design for handling large geometric datasets Mathematical Foundation Manufacturing engineering background in injection molding or similar processes CAD software experience (SolidWorks, Fusion 360, etc.) Finite element analysis (FEA) or computational fluid dynamics (CFD) experience Materials science knowledge for plastic properties and behavior Graph neural networks for representing CAD geometry Physics-informed neural networks for manufacturing simulation Real-time rendering with WebGL/Three.js Education & Experience ~ Bachelors or Masters in Computer Science, Engineering, or related field ~2+ years in manufacturing technology or CAD software companies ~ Experience at high-growth startups building technical products from scratch for production ~ Open source contributions in AI/ML or manufacturing tools

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