Beginner track

First GPU jobs. Most of the work is on the Yens; Marlowe comes at the end, with one GPU and then a full node.

Task Where What you do
B1. Score Kev-4B before training Yens, 1 GPU Score Kev-4B before training on 1,000 test filings.
B2. Fine-tune Kev-4B Yens, 1 GPU Fine-tune Kev-4B for 100 steps, then score it again.
B3. Label filings on one Marlowe GPU Marlowe, 1 H100 Label a slice of filings with the fine-tuned Kev-4B.
B4. Label on a full node Marlowe, 1 node (8 H100s) Run the same labeling job on 8 GPUs, one slice each.

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Page last modified: Oct 27, 2026.

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