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Reports highlight scalability and infrastructure context problems in agent-style, OpenAI-compatible API deployments, including conversation context loss and repeated failures

Other Provisional 25% confidence first seen

The coverage describes how scaling agent-friendly, OpenAI-compatible APIs across multiple machines can silently break conversation context when conversation state is not handled correctly. It also discusses a related “API tax” failure mode where agents stall or restart when they lack shared cross-domain infrastructure context, citing proposed architectural fixes such as shared context storage and control-loop remediation.

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