Unlock the mysteries inside large-scale AI
The NSF National Deep Inference Fabric is a research computing project that enables researchers to crack open large-scale Artificial Intelligence systems.
Remote Model Access
Access and modify open-source model internals remotely. Deploy models on-demand, including checkpoints.
Llama-3.1-405B
gpt-oss-20B
gpt-j-6b
FLUX.1-Schnell
What We Do
Democratize AI Access
Access and modify very large open-source model internals remotely. We offer a shared, high-performance computational infrastructure so researchers can inspect and modify the internal calculations of open neural networks without needing to host their own copies.
Support AI Research
Foster a collaborative research environment supporting interdisciplinary and public-interest work. NDIF partners with universities and research teams to advance responsible, transparent, and reproducible AI research together.
Illuminate Deep Neural Networks
In the era of large-scale deep learning, the most interesting AI models are massive black boxes. We illuminate how these systems process inputs and make demystifying the "black box" of AI inference possible, enabling clearer, safer, and more explainable systems.
Featured Research
A deep inference fabric is a high-performance computing fabric designed to support scientific experiments on running AI systems.
A deep inference fabric is a high-performance computing fabric designed to support scientific experiments on running AI systems.