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What happens when foundation model training goes sideways? At ICML, we asked researchers to share their biggest training failures: what broke, how they debugged it, and the lessons they carried forward.
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Neptune vs WandB
Neptune vs MLflow
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Transition Hub
Neptune has entered into a definitive agreement to be acquired by OpenAI, subject to closing conditions. Check the sunset and transition center.
Docs
Resources
Menu Item
Blog
Experiment Tracking Learning Hub
LLMOps Learning Hub
MLOps Learning Hub
100 Second Research Playlist
Video
Train FM
What happens when foundation model training goes sideways? At ICML, we asked researchers to share their biggest training failures: what broke, how they debugged it, and the lessons they carried forward.
Report
State of Foundation Model Training Report 2025
If you lead AI research, infra, or product around foundation model training, this is your go-to reference for 2025.
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Article writer
Axel Mendoza
I'm a Senior MLOps Engineer with 5+ years of experience in building end-to-end Machine Learning products. From my industry experience, I write long-form articles on MLOps to help you build real-world AI systems.
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