
Together AI explores the engineering challenges of maintaining high uptime for AI inference services. Achieving 99.9% uptime involves deploying model weights across multiple facilities and ensuring live traffic routing to handle full data center failures. The company emphasizes the importance of infrastructure ownership, allowing them to manage failures directly without relying on third-party hyperscalers. This approach ensures that their systems are robust and capable of maintaining service continuity even during significant outages.
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