Research

The systems, methods, and experiments that shape how we build and safeguard AI products.

NeurIPS 2026Coming soon

RISE — red-teaming text-to-image models at production scale

Automated discovery of failure modes in image generation models.
Preprint · OptimizationComing soon

Hat-Muon: Communication-efficient distributed training methods

Making large-scale training more bandwidth-efficient.
InfrastructureComing soon

Custom kernels for Blackwell B300

New building blocks for model training on modern GPUs.
TrainingComing soon

Offline GRPO at scale

Making reinforcement learning more practical for production models.

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