Failed Requests Masking Capacity Issues

High request failure rates with specific failure reasons (timeout, backend errors, cancellations) indicate systemic problems. Failed requests may artificially reduce queue pressure by clearing requests without performing actual work, masking underlying capacity or correctness issues. Failure patterns provide diagnostic information about root causes.

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