About the job
Company Overview We are building the next generation of AI-powered manufacturing analysis tools. Our flagship browser-based platform enables engineers to instantly analyze plastic injection molding designs. Our mission is to democratize advanced manufacturing analysis, making sophisticated DFM (Design for Manufacturing) and moldflow analysis accessible worldwide through an intuitive drag-and-drop interface. Role Overview We are seeking a passionate AI Engineer to lead the development of our core AI analysis engine. You will architect and implement machine learning models that analyze 3D CAD geometry in real-time, predict manufacturing issues, and provide actionable recommendations to improve design manufacturability. This is a founding engineering role with high ownership, technical autonomy, and growth potential. Key Responsibilities 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 (TensorFlow.js/ONNX.js). • Design data pipelines for continuous model training and improvement. Platform Architecture • Architect browser-based AI systems capable of efficiently processing large 3D models. • Integrate STEP/STL file processing with AI analysis workflows. • Develop WebAssembly modules for high-performance geometry computation. • Build scalable model-serving infrastructure for real-time analysis. • Implement feedback loops to continuously improve model accuracy. Manufacturing Analysis • Develop DFM analysis algorithms for wall thickness, draft angles, undercuts, and gate placement. • Build AI-accelerated moldflow simulation capabilities. • Create cost optimization engines recommending design changes for manufacturability. • Implement quality prediction models for common injection molding defects. • Design automated report generation delivering actionable manufacturing insights. Research & Innovation • Stay current with AI/ML advances in manufacturing and CAD analysis. • Experiment with techniques such as neural radiance fields and graph neural networks for 3D data. • Collaborate with manufacturing experts to validate AI recommendations. • Publish research and represent the company at industry conferences.
Requirements
- AI/ML
- 3D CAD
- Python
- TensorFlow
- WebAssembly
Qualifications
- 4+ years of AI/ML engineering experience
- Bachelor's or Master's in Computer Science, Engineering, or related field
Preferred Technologies
- AI/ML
- 3D CAD
- Python
- TensorFlow
- WebAssembly
About the company
We are building the next generation of AI-powered manufacturing analysis tools. Our flagship browser-based platform enables engineers to instantly analyze plastic injection molding designs. Our mission is to democratize advanced manufacturing analysis, making sophisticated DFM (Design for Manufacturing) and moldflow analysis accessible worldwide through an intuitive drag-and-drop interface.
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