Principal AI Engineer / ML Engineer

New Yesterday

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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Location:
San Francisco, CA, United States
Salary:
$200,000 - $250,000
Category:
Engineering