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Errors follow the compatibility surface used by the request: OpenAI-shaped for Chat Completions and Responses, and Anthropic-shaped for Messages. Do not automatically retry malformed requests, authentication failures, or invalid provider-key errors. For temporary failures, cap the number of retries and include jitter to avoid synchronized retry spikes.

Correlation

Capture the X-Request-Id response header whenever present. It is the most useful identifier when investigating a request with Tokenless support.