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Do you have a research project where you plan to study many different models? NDIF will soon be deploying model hot-swapping, which will enable users to access any HuggingFace model remotely via NDIF. We are soliciting applications for a pilot program to beta test our hot-swapping functionality on real research. By participating, you will: Be in the first cohort of users to access models beyond our whitelist (including checkpoints) Directly control which models are hosted on the NDIF backend Receive 1:1 research and technical support from NDIF team Give feedback to NDIF, guiding future user experience Application Information: Apply by October 1st, 2025 Acceptance by October 15th, 2025 Applications will be reviewed based on impact, feasibility, and fit with the NDIF/NNsight platform We are particularly interested in supporting work on model checkpoints and training dynamics Please email info@ndif.us with any questions.

We're a research computing project cracking open the mysteries inside large-scale AI systems. The NSF National Deep Inference Fabric consists of a unique combination of hardware and software that provides a remotely-accessible computing resource for scientists and students to perform detailed and reproducible experiments on large pretrained AI models, such as open large language models. We aim to make AI interpretability research more accessible through this channel by publishing lectures and educational content covering real interpretability research.