Forward Deployed Machine Learning Engineer
adaption | San Francisco, California, United States | Today
full-time | hybrid | mid | 4+ years
skills: pytorch, jax, tensorflow, machine learning, ml frameworks, data modeling, human feedback, reward signals, adaptive learning, software engineering
About Us
Most AI is frozen in place - it doesn't adapt to the world. We think that's backwards. Our mandate is to build efficient intelligence that evolves in real-time. Our vision is AI systems that are flexible, personalized, and accessible to everyone. We believe efficiency is what makes this possible - it's how we expand access and ensure innovation benefits the many, not the few. We believe in talent density: bringing together the best and most driven individuals to push the boundaries of continual adaptation. We're looking for builders and creative thinkers ready to shape the next era of intelligence.
The Role
You'll operate at the bleeding edge of our technology and our customers' most consequential problems — simultaneously. You'll sit across from customers who are trying to fundamentally change how their businesses work, figure out where our platform falls short, and build the ML solutions that close the gap. Then you'll do it again for the next customer with an entirely different domain, data landscape, and set of constraints. The problems you solve in the field become the product.
Responsibilities
Benefits
Most AI is frozen in place - it doesn't adapt to the world. We think that's backwards. Our mandate is to build efficient intelligence that evolves in real-time. Our vision is AI systems that are flexible, personalized, and accessible to everyone. We believe efficiency is what makes this possible - it's how we expand access and ensure innovation benefits the many, not the few. We believe in talent density: bringing together the best and most driven individuals to push the boundaries of continual adaptation. We're looking for builders and creative thinkers ready to shape the next era of intelligence.
The Role
You'll operate at the bleeding edge of our technology and our customers' most consequential problems — simultaneously. You'll sit across from customers who are trying to fundamentally change how their businesses work, figure out where our platform falls short, and build the ML solutions that close the gap. Then you'll do it again for the next customer with an entirely different domain, data landscape, and set of constraints. The problems you solve in the field become the product.
Responsibilities
- Find and Unlock Alpha: Go deep on customer problems and data workflows to identify the highest-leverage opportunities others miss, then build the solutions that capture them.
- Ship What's Missing: When the product doesn't cover it, you do. Identify gaps through hands-on customer engagement and implement production-grade ML solutions that fill them.
- Raise the Bar: Develop compelling demos, deliver technical presentations to senior stakeholders, and set the standard for what great looks like across our customer base.
- Own the Outcome: You're not handing off a deck — you're a strategic and technical partner from discovery through deployment, accountable for results.
- 4+ years of industry experience, including 2+ years in a customer-facing technical role.
- Strong software engineering skills and familiarity with ML frameworks (e.g., PyTorch, JAX, TensorFlow)
- Solid understanding of data modeling for training and how curation decisions shape model performance
- Experience training or fine-tuning models using human feedback, reward signals, or other adaptive learning techniques
- Excellent communication skills and ability to operate across varied customer environments and tech stacks
- A mindset of ownership, curiosity, and a bias toward action
Benefits
- Flexible work: In-person collaboration in the Bay Area, a distributed global-first team, and quarterly offsites.
- Adaption Passport: Annual travel stipend to explore a country you've never visited. We're building intelligence that evolves alongside you, so we encourage you to keep expanding your horizons.
- Lunch Stipend: Weekly meal allowance for take-out or grocery delivery.
- Well-Being: Comprehensive medical benefits and generous paid time off.
Benefits
flexible work · travel stipend · meal allowance · medical benefits · paid time off
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