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adaption is developing core agent systems that translate customer goals into reliable, multi-step executions across real tools and services. You’ll own planning, tool use, memory, and integration with external data, while tackling incomplete information, external failures, and unpredictable traffic.
We seek 5+ years of production ML or backend experience with strong agent design and rigorous evaluation capabilities, including observability and reproducibility.
The Role
You'll build the agent systems at the core of our product. These systems turn customer goals into reliable, multi-step execution across real tools and services.
This is not about building demos. You'll work on agents that operate under real constraints: incomplete information, external failures, limited budgets, and unpredictable traffic. You'll own how they plan, use tools, recover from errors, and improve over time.
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.