Engineering Intern - Crucible Synthetic NEI

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    Millennial Software

    Revolutionizing the landscape of security and defense.

    11-50 employeesFounded 2019Chantilly, VirginiaDefense and Space Manufacturing
    Actively hiringPaidSummer 2027Defense and Space Manufacturing
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    About the role#

    Millennial Software is hiring two Engineering Interns for the Summer 2027 term to work on Crucible, our agentic modeling and simulation platform. You will build a synthetic non-Earth imagery generator that renders spacecraft from open 3D models. This project addresses the scarcity of real imagery by creating labeled datasets that include per-component segmentation masks. You will work with mentors, participate in daily standups, and present your progress to leadership at the end of the program.

    What you'll do#

    • Build a rendering module in Crucible using open 3D spacecraft models and a parametric scene generator.
    • Emit per-component segmentation masks with every rendered frame and record the rendering parameters.
    • Produce a labeled dataset of several thousand frames across multiple targets.
    • Demonstrate that you can generate a dataset for a new target in under one working day.
    • Fine-tune a segmentation model from a published architecture and run training and evaluation in Keystone against a held-out synthetic set.
    • Post-process predicted components into TMDB schema fields and populate one TMDB record end to end.
    • Document your pipeline and present your work at a leadership readout.

    What you'll need#

    • U.S. citizenship and the ability to obtain and maintain a DoD security clearance.
    • Standing as a rising senior or an exceptional rising junior pursuing a BS in Computer Science, Aerospace Engineering, or a related field.
    • Strong skills in Python and comfort working in Git and Linux development environments.
    • Coursework or project experience in computer graphics, 3D rendering, computer vision, or machine learning.
    • Experience with rendering tools like Blender, Unity, Unreal, Three.js, or PyRender.
    • Familiarity with mesh formats such as glTF, OBJ, or STL.
    • Experience with image segmentation or object detection models like U-Net, Mask R-CNN, or SAM.
    • Knowledge of orbital mechanics or spacecraft systems.
    • Experience with GPU training and experiment tracking.

    Location & details#

    • This is a full-time, paid internship based in Chantilly, Virginia.
    • The program runs from May 17 to August 6, 2027.
    • The role is on-site with some remote flexibility.

    About Millennial Software

    Millennial Software operates in the defense and space manufacturing sector. Founded in 2019, the company provides software solutions, automation, and data management services to government agencies. It maintains a single office in Chantilly, Virginia. The firm employs 47 people and functions as a privately held organization.

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