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Follow live the open training of a 535B (23B activated) LLM

Marin 535B-A23B, a 535-billion-parameter mixture-of-experts large language model with 23 billion activated parameters, began open training this week on 18.75 trillion tokens across 11 NVIDIA GB200 NVL72 systems, with pretraining (80%) and midtraining (20%) scheduled over about three months (2.7e24 FLOPs). Before the run, the Marin community trained a four-rung scaling ladder from 1.6B-A61M (48B tokens) to 27.7B-A1.2B (926B tokens) to debug issues and forecast the hero run's loss, and live progress is available on Weights & Biases and GitHub.

read1 min views3 publishedAug 22, 2026
Follow live the open training of a 535B (23B activated) LLM
Image: source

🚢 Marin 535B-A23B started training this week! As usual, the whole process is open. Voyage plan: pretraining (80%) + midtraining (20%) on 18.75T tokens on 11 x GB200 NVL72 for ~3 months (2.7e24 FLOPs). Post-training will follow. Before kicking off the run, we trained a 4-rung scaling ladder from 1.6B-A61M (48B tokens) to 27.7B-A1.2B (926B tokens) to debug issues, and to make a forecast of our hero run. This is by far our biggest run, so definitely expecting the unexpected.

  • In addition to forecasting our final loss, we can also forecast the loss of intermediate checkpoints, so we can see if we’re on track over the voyage:Look at our data composition: storage.googleapis.com/marin-public/h…Watch the run live on wandb:wandb.ai/marin-communit…See all the gory details on GitHub:github.com/marin-communit…Assembling this hero run really required data, architecture, infra, kernels to all come together and was a huge - congrats team! Excited that there's compute out there for non profits :) and will look forward to working with the model
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LIVE [news/follow-live-the-open…] indexed:0 read:1min 2026-08-22 ·