Together AI's GPU clusters auto-repair faulty nodes, per company blog and post

1. 6:26 PM
   Together AI@togethercomputeOfficial

   Together GPU clusters now auto-repair faulty nodes back to healthy

   AITogether AI says its GPU clusters can now automatically return a faulty node to health, with health checks identifying the failure and the platform choosing the lightest repair. Users decide which actions can run unattended, down to individual XID codes.

1. Together AI BlogOfficialPick

   Together AI explains how auto repair turns GPU faults into healthy nodes

   AITogether AI describes how its auto repair system handles GPU cluster faults, such as Xid errors, ECC errors and InfiniBand link flapping. Detection runs both inside the VM and on the host, and each fault maps to the lightest repair action, with customers choosing whether repairs wait for approval or run automatically. Repairs escalate from reboot to reprovision to migration when a fault recurs, and migrated machines are re-validated automatically before returning to the pool.

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