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Resume trainingwithout losing momentum
Version, deduplicate, and restore LLM weights across regions. Every experiment stays reproducible with automatic lineage tracking.
Incremental snapshots
Schedule checkpoint cadence by step count, epoch, or wall-clock time. Intelligent deduplication reduces storage costs while preserving the snapshots you need for rollback and comparison.
Cross-region failover
Replicate checkpoints to multiple clouds with a 99.99% durability SLA. Resume training from the nearest healthy region when a cluster fails — without manual artifact hunting.
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