Job Details

Principal AI Engineer / ML Engineer

  2025-09-13     Backflip     San Francisco,CA  
Description:

About Backflip

Backflip (Backflip.ai) is a generative AI startup revolutionizing how engineers and designers create for the physical world. Founded by the team behind Markforged, we're building AI-first tools that make 3D CAD as intuitive and fast as sketching on paper. Backed by Andreessen Horowitz and NEA, we've raised a $30M Series A and built a deeply technical, mission-driven team of 15. Our goal: empower one engineer to work at the speed of a hundred.

The Role

We're hiring a Principal AI/ML Engineer—a top-tier individual contributor who sets the technical bar, shapes our AI direction, and tech-leads critical projects without direct reports. You'll architect, prototype, and productionize multimodal generative systems that power our CAD engine.

What You'll Do
  • Co-define the technical strategy for generative modeling with the Head of AI; influence roadmap through hands-on prototypes and data-driven recommendations.

  • Architect end-to-end systems across LLMs, diffusion, and retrieval; design interfaces between perception, reasoning, and CAD-specific geometry modules.

  • Tech-lead projects: drive design reviews, create implementation plans, de-risk research, and ensure high-quality, shippable outcomes.

  • Own the model lifecycle: dataset curation, training/eval, optimization, low-latency inference, monitoring, and continuous improvement.

  • Raise the bar: establish coding standards, reproducible experimentation, benchmarking, and model/infra observability.

  • Mentor and unblock engineers and researchers (guidance, pairing, design reviews) while remaining an IC with no direct reports.

  • Collaborate with product/design to translate ambiguous user needs into concrete AI capabilities; instrument and iterate quickly.

What We're Looking For
  • 3-7+ years in deep learning / generative AI with a record of shipping complex systems.

  • Expert in multimodal and generative models (transformers, diffusion, autoregressive); strong Python + PyTorch.

  • Evidence of technical leadership as an IC: you've set standards, led cross-functional efforts, and made architectural decisions that lasted.

  • Fluency from research to production: data strategy, training, tooling, serving, and performance engineering.

Bonus
Experience with CAD, 3D geometry, graphics, differentiable programming, or AI for the physical world.

Why Backflip

Repeat founders in 3D printing/CAD with a prior $2.1B exit; backed by a16z and NEA. In-person in SF with a tight-knit, world-class team building the future of 3D design.

Flexible PTO and competitive compensation

3 days a week in our San Francisco office, 2 days remote with the option to come in more often

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