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#beyond-spark

Articles tagged "beyond-spark" — 1 entry.

Article №24 training Foundation ~30 minute read · math + economics, no GPU required
Looking Beyond Spark

Derisking the Cloud Pretrain — How a $5K Spark Saves $50K on H100 Rentals

The Spark is too small for a serious pretrain — but it's the right size for the recipe-search that precedes one. Cull 100 candidate architectures down to 3 on one Spark for ~$1 of electricity, then book the cloud node knowing what to train. The expected savings per campaign run into the thousands.