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2026 projects

  • A Manufacturing Memory Substrate for Multimodal Process Intelligence

    A Manufacturing Memory Substrate for Multimodal Process Intelligence

    Unified graph layer linking powder lifecycle to manufacturing performance

    A Manufacturing Memory Substrate for Multimodal Process Intelligence Project Details

  • Agentic AI for Closed-Loop Biomanufacturing: A Lycopene Case Study

    Agentic AI for Closed-Loop Biomanufacturing: A Lycopene Case Study

    Autonomous agentic AI platform optimizing microbial lycopene yields

    Agentic AI for Closed-Loop Biomanufacturing: A Lycopene Case Study Project Details

  • Building Manufacturing Intelligence: Nanofab Data Pipelines and Compact Language Models

    Building Manufacturing Intelligence: Nanofab Data Pipelines and Compact Language Models

    Localized compact language models providing secure nanofab facility intelligence

    Building Manufacturing Intelligence: Nanofab Data Pipelines and Compact Language Models Project Details

  • Digitizing Tacit Manufacturing Knowledge into Graph-Grounded, Human-Aligned Coaching Agents

    Digitizing Tacit Manufacturing Knowledge into Graph-Grounded, Human-Aligned Coaching Agents

    AI coaching agents transforming tacit operator skills into knowledge graphs

    Digitizing Tacit Manufacturing Knowledge into Graph-Grounded, Human-Aligned Coaching Agents Project Details

  • From Sensor Data to Safe Automation: Hybrid World Models for Manufacturing

    From Sensor Data to Safe Automation: Hybrid World Models for Manufacturing

    Hybrid world models fusing predictive ML and safety for human-robot tasks

    From Sensor Data to Safe Automation: Hybrid World Models for Manufacturing Project Details

  • Graph-Native Adaptive Manufacturing Infrastructure for Human-Centered Digital Production

    Graph-Native Adaptive Manufacturing Infrastructure for Human-Centered Digital Production

    Graph-native production infrastructure adapting to real-time factory changes

    Graph-Native Adaptive Manufacturing Infrastructure for Human-Centered Digital Production Project Details

  • Making Imperfect AI Useful for Manufacturing

    Making Imperfect AI Useful for Manufacturing

    LLM-guided Bayesian optimization loop for precision 3D printing

    Making Imperfect AI Useful for Manufacturing Project Details

  • On-Demand Dexterous Manufacturing: Generative Skill Acquisition from Human Video for Agile Workcells

    On-Demand Dexterous Manufacturing: Generative Skill Acquisition from Human Video for Agile Workcells

    Generative AI training multi-fingered robots to learn skills from human video

    On-Demand Dexterous Manufacturing: Generative Skill Acquisition from Human Video for Agile Workcells Project Details

  • The Large Powder Library

    The Large Powder Library

    Digital twin and ML models predicting metal powder quality and degradation

    The Large Powder Library Project Details

Carnegie Mellon

Manufacturing Futures Institute
Carnegie Mellon University
Mill 19
4501 Lytle Street, Building A
Pittsburgh, PA

Carnegie Mellon
2026 Carnegie Mellon University / Legal

“Real generosity towards the future lies in giving all to the present.” Albert Camus

2026 Carnegie Mellon University / Legal