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Clarify YAMLs - #408

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Clarify YAMLs#408
luciaquirke wants to merge 4 commits into
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…am, LDS results

One magic run builds the 100x1% leave-k-out family (validated LDS 0.957);
ekfac/trackstar/trackstar_adam/source_adam score the same model and validate
against it via retrained_dir. source_adam re-trains with save_mode interval
for evenly spaced checkpoints including the final step. Validate steps use
batch_size 64 because evaluate_retrained computes query losses on one GPU.
SGD-variant SOURCE scores mean rho 0.221 vs 0.243 for the Adam variant --
the lotus-era SGD advantage does not reproduce on this recipe. Both source
yamls now resume the shared interval training run instead of re-training
it.
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