Building Intelligence that Evolves with the World.
Fundamental innovation to build a new era of intelligence.
Rethinking How AI Works
We believe the most intelligent system will increasingly be one that interacts with the world. We prioritize efficiency, building systems that interact with the world, and learning in real time. We care deeply about product excellence because that how we co-design for real time feedback.
Our algorithmic research focuses on real-time adaptation and efficiency at scale.
Adaptive compute
On-the-fly alignment
Dynamic learning strategies
Generative interfaces
Efficiency
We are building a company where efficiency isn’t an afterthought, it’s the core principle guiding how our systems are designed, evaluated, and deployed.
Adaptive systems operate under strict limits including latency, memory, cost, and energy. We treat these constraints as first-class design inputs, not downstream considerations.
We co-design algorithms with hardware and serving constraints in mind, exploring new approaches within strict compute budgets.These constraints drive innovation.
Our Recent Work
Research
The Slow Death of Scaling
Our work is informed by research questioning the long-term effectiveness of brute-force scaling, including Sara Hooker’s essay, “The Slow Death of Scaling”, which highlights the growing constraints of compute, data, and energy.
Our Research Recognized
Our team brings together backgrounds in language, video, machine learning, and perception. Collectively, we have authored
150+
publications across leading AI conferences.
We are always looking for passionate thinkers and doers to build alongside us.
Join Us